In [1]:
import pandas as pd
import numpy as np
import os
import matplotlib.pyplot as plt
import plotly.express as px
from collections import defaultdict
%matplotlib inline
In [2]:
### dataset loading
def data_loading (directory_file):
df = pd.concat([pd.read_csv(directory_file+'/' + i, sep=",",header=None) for i in os.listdir('namesbystate') if not i.startswith(".")]\
,ignore_index=True)
df.columns = ['State','Sex','Year_of_birth','Name','Num_of_occurrences']
print('There are {} states in the dataset and they are {}'.format(len(df.State.unique().tolist()),df.State.unique().tolist()))
### To check all 50 + D.C. are loaded correctly
return df
In [3]:
a = data_loading('namesbystate')
There are 51 states in the dataset and they are ['IN', 'IL', 'KS', 'SC', 'HI', 'GA', 'SD', 'CO', 'NH', 'MS', 'MD', 'UT', 'LA', 'ME', 'WI', 'NJ', 'AR', 'NY', 'MT', 'OK', 'MA', 'NM', 'WY', 'OH', 'OR', 'NV', 'TX', 'TN', 'AZ', 'MN', 'WA', 'WV', 'NC', 'MO', 'AL', 'VA', 'CA', 'CT', 'AK', 'ND', 'VT', 'MI', 'NE', 'KY', 'ID', 'DC', 'IA', 'FL', 'PA', 'RI', 'DE']
In [22]:
a.head(10)
Out[22]:
| State | Sex | Year_of_birth | Name | Num_of_occurrences | |
|---|---|---|---|---|---|
| 0 | IN | F | 1910 | Mary | 619 |
| 1 | IN | F | 1910 | Helen | 324 |
| 2 | IN | F | 1910 | Ruth | 238 |
| 3 | IN | F | 1910 | Dorothy | 215 |
| 4 | IN | F | 1910 | Mildred | 200 |
| 5 | IN | F | 1910 | Margaret | 196 |
| 6 | IN | F | 1910 | Thelma | 137 |
| 7 | IN | F | 1910 | Edna | 113 |
| 8 | IN | F | 1910 | Martha | 112 |
| 9 | IN | F | 1910 | Hazel | 108 |
Question 2: Detecting Gender Neutral Name¶
Qestion: "Overall, which names are the most gender-neutral? In other words, for which names are boys as likely as girls to have the same name?"¶
The detection will be based on two derived fields and an algorithm based on the ranking of the two fields:¶
1) Derived fields¶
a. Absolute Number Difference $\;\;\;$ b. Percentage Difference after Normalization
¶
2) Algorithm¶
a. Criteria¶
I.high total name occurences $\;\;\;$ II.low percentage difference¶
b. Specific Algorithm¶
*assumption: we exclude names with percent difference greater than 50% as it indicates strong gender-inclination¶
step 1: rank num_of_occurrences and percent_diff¶
step 2: low percent_diff receive higher rank and high-ranked num_of_occurrences receive higher rank¶
step 3: evaluated the score: percent_diff_rank + Total_num_rank
¶
3) Two outcomes¶
a.names with equal distribution between genders $\;\;\;$ b.names with high combined scores¶
In [5]:
def gender_neutral_visualize (df):
### visualization of name lists with equal distribution between genders
### and understanding the trade off between percentent difference and total number of occurences
gender_df = df.groupby(['Name','Sex']).agg({'Num_of_occurrences': 'sum'}).unstack().fillna(0)
bi_gender = gender_df.Num_of_occurrences[(gender_df.Num_of_occurrences.F > 0) & (gender_df.Num_of_occurrences.M > 0)]
### Deriving two filds
bi_gender['diff'] = abs(bi_gender.F - bi_gender.M)
bi_gender['percent_dff'] = abs(bi_gender.F - bi_gender.M )/(bi_gender.M+bi_gender.F)
bi_gender['Total_num'] = bi_gender.M+bi_gender.F
absolute_equal = bi_gender[(bi_gender['percent_dff'] == 0)] ### -> this gives a dataframe with names that are equally
absolute_equal.reset_index(inplace = True) ### shared between men and women
### Plotting for equally shared name and the total occurences of the name
f, (ax1, ax2) = plt.subplots(1, 2, figsize=(25,10))
x = absolute_equal.Name.tolist()
y_pos = np.arange(len(x))
y = absolute_equal['Total_num'].tolist()
ax1.bar(y_pos, y, align='center', alpha=0.6)
ax1.set_xticks(y_pos)
ax1.set_xticklabels(x, rotation=90)
ax1.set_ylabel('Num of Occurrences')
ax1.set_title('Absolute Gender Neutral Names')
max_state = absolute_equal[absolute_equal.Total_num==absolute_equal.Total_num.max()].Name.values[0]
print(max_state)
arrow_x = absolute_equal[absolute_equal.Total_num==absolute_equal.Total_num.max()].index.values[0] + 0.5
arrow_y = absolute_equal.Total_num.max() -1
ax1.annotate('max name is {} and the total count is {}'.format(max_state,absolute_equal.Total_num.max()) \
, xy=(arrow_x, arrow_y), xytext=(arrow_x-20, arrow_y), arrowprops=dict(facecolor="black", width=4,headwidth=10, shrink=0.2))
### Plotting for percent difference against total number of occurences
ax2.scatter(x=bi_gender['percent_dff'],y=bi_gender['Total_num'])
ax2.set_xlabel('Normalized Difference')
ax2.set_ylabel('Num of occurrences')
ax2.set_title('occurrences and Percent_diff Trade-off')
Outcome 1: The list of names that are equally distributed between genders and a trade off between percent_diff and total number of occurrences¶
In [6]:
gender_neutral_visualize(a)
Rei
In [7]:
def algorithm_calculation (df, location='All'):
gender_df = df.groupby(['Name','Sex']).agg({'Num_of_occurrences': 'sum'}).unstack().fillna(0)
bi_gender = gender_df.Num_of_occurrences[(gender_df.Num_of_occurrences.F > 0) & (gender_df.Num_of_occurrences.M > 0)]
bi_gender['diff'] = abs(bi_gender.F - bi_gender.M)
bi_gender['percent_dff'] = abs(bi_gender.F - bi_gender.M )/(bi_gender.M+bi_gender.F)
bi_gender['Total_num'] = bi_gender.M+bi_gender.F ### replicating the aggregated and derived dataframe
bi_gender_ii = bi_gender[bi_gender['percent_dff']<=0.5].copy()
bi_gender_ii['percent_diff_rank'] = bi_gender_ii['percent_dff'].rank(ascending=False) ### ranking the total percent_diff, the lower the higher rank score
bi_gender_ii['Total_num_rank'] = bi_gender_ii['Total_num'].rank() ### ranking the total num, the higher the higher rank score
bi_gender_ii['combined_score'] = bi_gender_ii['percent_diff_rank']+bi_gender_ii['Total_num_rank'] ### combined score calculate
bi_gender_ii.sort_values(by='combined_score',ascending = False, inplace = True)
print(bi_gender_ii.head(10).to_string())
print('\n the top 100 suggested highly gender nuetral names in {} are \n {}'.format(location, bi_gender_ii[0:100].index.tolist()))
Outcome 2 (a): Caculated Scores based on the defined algorithm and top 100 names for all states¶
In [8]:
algorithm_calculation(a) ### this show name list for all states
Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kerry 45620.0 46346.0 726.0 0.007894 91966.0 495.0 523.0 1018.0 Quinn 29791.0 28742.0 1049.0 0.017922 58533.0 486.0 512.0 998.0 Justice 15229.0 15618.0 389.0 0.012611 30847.0 491.0 502.0 993.0 Kris 11020.0 10874.0 146.0 0.006668 21894.0 497.0 495.0 992.0 Emerson 20175.0 18459.0 1716.0 0.044417 38634.0 459.0 508.0 967.0 Jackie 86834.0 74679.0 12155.0 0.075257 161513.0 437.0 528.0 965.0 Lennon 3367.0 3339.0 28.0 0.004175 6706.0 498.0 466.0 964.0 Santana 3179.0 3173.0 6.0 0.000945 6352.0 500.0 463.0 963.0 Unknown 7409.0 7049.0 360.0 0.024900 14458.0 478.0 485.0 963.0 Robbie 18642.0 16988.0 1654.0 0.046422 35630.0 456.0 506.0 962.0 the top 100 suggested highly gender nuetral names in All are ['Kerry', 'Quinn', 'Justice', 'Kris', 'Emerson', 'Jackie', 'Lennon', 'Santana', 'Unknown', 'Robbie', 'Landry', 'Riley', 'Arden', 'Oakley', 'Infant', 'Baby', 'Jessie', 'Elisha', 'Amari', 'Yael', 'Tristyn', 'Ivory', 'Kodi', 'Arlyn', 'Maxie', 'Frankie', 'Stevie', 'Blair', 'Jaime', 'Armani', 'Carey', 'Kimani', 'Harley', 'Casey', 'Michal', 'Nieves', 'Jael', 'Gentry', 'Jaylin', 'Waverly', 'Natividad', 'Devyn', 'Parris', 'Burnice', 'Notnamed', 'Trinidad', 'Peyton', 'Milan', 'Claudie', 'Lorenza', 'Charleston', 'Daylin', 'Ashten', 'Christan', 'Finley', 'Jaedyn', 'Ashtin', 'Pat', 'Arin', 'Ryley', 'Britt', 'Skyler', 'Alva', 'Devine', 'Ocean', 'Laramie', 'Reilly', 'Remy', 'Ozell', 'Tenzin', 'Garnett', 'Briar', 'Rowan', 'Ridley', 'Jireh', 'Harpreet', 'Jody', 'Phoenix', 'Shea', 'Teegan', 'Unnamed', 'Amrit', 'Divine', 'Iran', 'Audie', 'Sutton', 'Rumi', 'Chong', 'Gale', 'Kendall', 'Hoa', 'Charly', 'Kalin', 'Joell', 'Rei', 'Amen', 'Rooney', 'Camdyn', 'Lavern', 'Azariah']
Outcome 2 (b): Caculated Scores based on the defined algorithm and top 100 names for each states¶
In [9]:
### this show name list for each state respectively
for i in a.State.unique().tolist():
print('\n')
print(i)
algorithm_calculation(a[a.State == i],location = i)
IN Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 2436.0 2287.0 149.0 0.031548 4723.0 96.0 100.0 196.0 Jackie 2652.0 3069.0 417.0 0.072889 5721.0 85.0 102.0 187.0 Quinn 733.0 793.0 60.0 0.039318 1526.0 93.0 84.0 177.0 Emerson 667.0 640.0 27.0 0.020658 1307.0 97.0 79.0 176.0 Casey 1930.0 2507.0 577.0 0.130043 4437.0 76.0 99.0 175.0 Peyton 1520.0 1877.0 357.0 0.105093 3397.0 79.0 95.0 174.0 Infant 412.0 417.0 5.0 0.006031 829.0 100.0 73.0 173.0 Dominique 599.0 558.0 41.0 0.035436 1157.0 94.0 78.0 172.0 Kris 398.0 409.0 11.0 0.013631 807.0 98.0 72.0 170.0 Sidney 571.0 763.0 192.0 0.143928 1334.0 74.0 80.0 154.0 the top 100 suggested highly gender nuetral names in IN are ['Riley', 'Jackie', 'Quinn', 'Emerson', 'Casey', 'Peyton', 'Infant', 'Dominique', 'Kris', 'Sidney', 'Emery', 'Angel', 'Carey', 'Devyn', 'Leighton', 'Lavon', 'Gale', 'Elisha', 'Ali', 'Remy', 'Amari', 'Leslie', 'Ollie', 'Oakley', 'Cleo', 'Darian', 'Avery', 'Payton', 'Phoenix', 'Jessie', 'Justice', 'Rowan', 'Skylar', 'Jaime', 'Kendall', 'Finley', 'Marion', 'Dusty', 'Reese', 'Lennon', 'Darrian', 'Jan', 'Harley', 'Carrol', 'Lynn', 'Raleigh', 'Codi', 'Kamari', 'Kerry', 'Khari', 'Jody', 'Camari', 'Larkin', 'Remington', 'Blair', 'Ricki', 'Carrington', 'Billie', 'Lennox', 'Dominque', 'Arden', 'Charlie', 'Pat', 'Charley', 'Tegan', 'Azariah', 'Baby', 'Jaylin', 'Ricci', 'Artie', 'Carsyn', 'River', 'Storm', 'Santana', 'Armani', 'Gabrial', 'Wrigley', 'Bellamy', 'Ryley', 'Jaedyn', 'Sage', 'Cris', 'Rory', 'Montana', 'Domonique', 'Stevie', 'Emory', 'Salem', 'Monroe', 'Jammie', 'Shea', 'Aven', 'Braylin', 'Murphy', 'Darby', 'Landry', 'Jourdan', 'Shay', 'Arie', 'Beryl'] IL Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kerry 2414.0 2455.0 41.0 0.008421 4869.0 145.0 140.0 285.0 Kendall 2531.0 2456.0 75.0 0.015039 4987.0 142.0 141.0 283.0 Jackie 4032.0 3228.0 804.0 0.110744 7260.0 124.0 147.0 271.0 Riley 4107.0 3026.0 1081.0 0.151549 7133.0 118.0 146.0 264.0 Casey 2543.0 3577.0 1034.0 0.168954 6120.0 112.0 143.0 255.0 Amari 836.0 1012.0 176.0 0.095238 1848.0 126.0 125.0 251.0 Emery 669.0 579.0 90.0 0.072115 1248.0 131.0 120.0 251.0 Quinn 1455.0 2016.0 561.0 0.161625 3471.0 115.0 133.0 248.0 Skyler 811.0 1060.0 249.0 0.133084 1871.0 120.0 126.0 246.0 Blair 540.0 469.0 71.0 0.070367 1009.0 132.0 114.0 246.0 the top 100 suggested highly gender nuetral names in IL are ['Kerry', 'Kendall', 'Jackie', 'Riley', 'Casey', 'Amari', 'Emery', 'Quinn', 'Skyler', 'Blair', 'Gale', 'Devyn', 'Carey', 'Jessie', 'Lashawn', 'Jaime', 'Charley', 'Kris', 'Emerson', 'Gerry', 'Andra', 'Rene', 'Rowan', 'Payton', 'Ricki', 'Paris', 'Dusty', 'Jael', 'Lennon', 'Sunny', 'Elisha', 'Justice', 'Peyton', 'Ivory', 'Kendal', 'Codi', 'Phoenix', 'Leslie', 'Jaedyn', 'Jan', 'Finley', 'Mckinley', 'Palmer', 'Armani', 'Stevie', 'Dakota', 'Ollie', 'Hollis', 'Carrington', 'Landry', 'Lavern', 'Kamari', 'Billie', 'Leighton', 'Frankie', 'Ardell', 'Armoni', 'Remy', 'River', 'Shea', 'Unknown', 'Lashaun', 'Ashtin', 'Reilly', 'Avery', 'Marlow', 'Harley', 'Lavon', 'Jaydyn', 'Lynell', 'Jordan', 'Angel', 'Jaylin', 'Campbell', 'Micky', 'Monroe', 'Lake', 'Charly', 'Germaine', 'Oakley', 'Pat', 'Jaidyn', 'Kenyatta', 'Bobbie', 'Merle', 'Jodeci', 'Sage', 'Lashun', 'Robbie', 'Baby', 'Krishna', 'Storm', 'Ryley', 'Deondra', 'Arin', 'Daylin', 'Nazareth', 'Britt', 'Carrol', 'Clarke'] KS Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Lynn 1079.0 1169.0 90.0 0.040036 2248.0 76.0 72.0 148.0 Riley 1182.0 1072.0 110.0 0.048802 2254.0 74.0 73.0 147.0 Jackie 1308.0 1104.0 204.0 0.084577 2412.0 68.0 76.0 144.0 Leslie 2469.0 1987.0 482.0 0.108169 4456.0 65.0 78.0 143.0 Laverne 322.0 355.0 33.0 0.048744 677.0 75.0 54.0 129.0 Peyton 941.0 688.0 253.0 0.155310 1629.0 58.0 68.0 126.0 Kendall 446.0 583.0 137.0 0.133139 1029.0 62.0 63.0 125.0 Kerry 503.0 723.0 220.0 0.179445 1226.0 54.0 66.0 120.0 Dominique 211.0 183.0 28.0 0.071066 394.0 70.0 46.0 116.0 Angel 777.0 1336.0 559.0 0.264553 2113.0 44.0 70.0 114.0 the top 100 suggested highly gender nuetral names in KS are ['Lynn', 'Riley', 'Jackie', 'Leslie', 'Laverne', 'Peyton', 'Kendall', 'Kerry', 'Dominique', 'Angel', 'Darian', 'Quinn', 'Emerson', 'Amari', 'Rowan', 'Justice', 'Jaime', 'Kelly', 'Landry', 'Bobbie', 'Ashton', 'Jordan', 'Skylar', 'Camdyn', 'Sage', 'Ora', 'Kris', 'Jaylin', 'Pat', 'Payton', 'Jaiden', 'Austyn', 'Casey', 'Taylor', 'Sidney', 'Whitley', 'Carey', 'Sutton', 'Tracy', 'Remy', 'Emery', 'Ali', 'Devyn', 'Cleo', 'Codie', 'Harley', 'Marion', 'Billie', 'Gail', 'River', 'Kasey', 'Frankie', 'Oakley', 'Rory', 'Montana', 'Jin', 'Jaden', 'Laken', 'Emory', 'Reece', 'Charley', 'Baylor', 'Brecken', 'Lennox', 'Yong', 'Remington', 'Tory', 'Jaeden', 'Lindy', 'Young', 'Phoenix', 'Unknown', 'Santana', 'Shay', 'Fay', 'Tegan', 'Karsen', 'Finnley', 'Channing', 'Britt', 'Palmer'] SC Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Avery 1316.0 1299.0 17.0 0.006501 2615.0 95.0 90.0 185.0 Jamie 2606.0 2216.0 390.0 0.080879 4822.0 83.0 95.0 178.0 Skyler 448.0 425.0 23.0 0.026346 873.0 92.0 75.0 167.0 Justice 343.0 363.0 20.0 0.028329 706.0 91.0 73.0 164.0 Amari 384.0 418.0 34.0 0.042394 802.0 89.0 74.0 163.0 Frankie 1097.0 1361.0 264.0 0.107404 2458.0 74.0 89.0 163.0 Casey 1345.0 1103.0 242.0 0.098856 2448.0 75.0 88.0 163.0 Harley 534.0 450.0 84.0 0.085366 984.0 82.0 76.0 158.0 Jackie 1811.0 2419.0 608.0 0.143735 4230.0 64.0 93.0 157.0 Kendall 941.0 758.0 183.0 0.107710 1699.0 73.0 82.0 155.0 the top 100 suggested highly gender nuetral names in SC are ['Avery', 'Jamie', 'Skyler', 'Justice', 'Amari', 'Frankie', 'Casey', 'Harley', 'Jackie', 'Kendall', 'Jessie', 'Robbie', 'Unknown', 'Finley', 'Peyton', 'Dominique', 'Kristian', 'Riley', 'Mckinley', 'Quinn', 'Ali', 'Jaidyn', 'Kerry', 'Milan', 'Jordan', 'Emerson', 'Johnnie', 'Elisha', 'Rowan', 'Lavern', 'Ashton', 'Dakota', 'Marlo', 'Royal', 'Lacy', 'Jonnie', 'Landry', 'Theo', 'Shellie', 'Kamari', 'Tracy', 'Noel', 'Emory', 'Austyn', 'Aubrey', 'Ivory', 'Hayden', 'Leslie', 'Mills', 'Campbell', 'Reese', 'Jaedyn', 'Jadan', 'Brighton', 'Domonique', 'Oakley', 'Billie', 'Kenyatta', 'Cleo', 'Baylor', 'Antonia', 'Brantlee', 'Earlie', 'River', 'Curley', 'Shay', 'Alva', 'Ellison', 'Jordin', 'Phoenix', 'Laverne', 'Kris', 'Charley', 'Lake', 'Sullivan', 'Pernell', 'Jalyn', 'Kaidyn', 'Demetrice', 'Pat', 'Khari', 'Demetris', 'Kirby', 'Leighton', 'Seneca', 'Reilly', 'Sevyn', 'Ari', 'Sutton', 'Jayme', 'Artie', 'Dwan', 'Kingsley', 'Lennie', 'Devyn', 'Karsen', 'Camdyn', 'Denver'] HI Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 808.0 877.0 69.0 0.040950 1685.0 37.0 39.0 76.0 Riley 340.0 452.0 112.0 0.141414 792.0 28.0 35.0 63.0 Robin 775.0 548.0 227.0 0.171580 1323.0 25.0 37.0 62.0 Kendall 58.0 60.0 2.0 0.016949 118.0 38.0 23.0 61.0 Peyton 222.0 168.0 54.0 0.138462 390.0 29.0 31.0 60.0 Terry 353.0 519.0 166.0 0.190367 872.0 23.0 36.0 59.0 Payton 57.0 66.0 9.0 0.073171 123.0 34.0 25.0 59.0 Shannon 1150.0 534.0 616.0 0.365796 1684.0 15.0 38.0 53.0 Casey 261.0 496.0 235.0 0.310436 757.0 18.0 34.0 52.0 Avery 232.0 145.0 87.0 0.230769 377.0 21.0 29.0 50.0 the top 100 suggested highly gender nuetral names in HI are ['Leslie', 'Riley', 'Robin', 'Kendall', 'Peyton', 'Terry', 'Payton', 'Shannon', 'Casey', 'Avery', 'Dale', 'Elisha', 'Shiloh', 'Taylor', 'Shea', 'Sky', 'Angel', 'Quinn', 'Emerson', 'Legacy', 'Charlie', 'Kaena', 'Ari', 'Sage', 'Kiyomi', 'Blair', 'Kyrie', 'Phoenix', 'Azariah', 'Hayden', 'Dakota', 'Darian', 'Kris', 'River', 'Amari', 'Raven', 'Kamalei', 'Jaylen', 'Keona', 'Alize'] GA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jackie 3552.0 3548.0 4.0 0.000563 7100.0 163.0 166.0 329.0 Jessie 7744.0 6856.0 888.0 0.060822 14600.0 149.0 172.0 321.0 Skyler 1058.0 1075.0 17.0 0.007970 2133.0 162.0 146.0 308.0 Unknown 1266.0 1184.0 82.0 0.033469 2450.0 155.0 150.0 305.0 Angel 4468.0 3625.0 843.0 0.104164 8093.0 131.0 167.0 298.0 Casey 2480.0 3086.0 606.0 0.108875 5566.0 129.0 163.0 292.0 Dominique 1061.0 1251.0 190.0 0.082180 2312.0 140.0 148.0 288.0 Riley 3535.0 2662.0 873.0 0.140875 6197.0 122.0 164.0 286.0 Quinn 428.0 400.0 28.0 0.033816 828.0 154.0 129.0 283.0 Johnnie 5998.0 8572.0 2574.0 0.176664 14570.0 108.0 171.0 279.0 the top 100 suggested highly gender nuetral names in GA are ['Jackie', 'Jessie', 'Skyler', 'Unknown', 'Angel', 'Casey', 'Dominique', 'Riley', 'Quinn', 'Johnnie', 'Avery', 'Marion', 'Peyton', 'Emerson', 'Phoenix', 'Justice', 'Amari', 'Alva', 'Harley', 'Pat', 'Robbie', 'Baby', 'Jaime', 'Rene', 'Frankie', 'Jamie', 'Kristian', 'Campbell', 'Kamari', 'Camdyn', 'Kendall', 'Aubrey', 'Demetrice', 'Kris', 'Kamdyn', 'Tommie', 'Lennon', 'Rowan', 'Remy', 'Charleston', 'Tracy', 'Jordan', 'Jonnie', 'Elisha', 'Jaidyn', 'Francis', 'Ryley', 'Ivory', 'Kylar', 'Payton', 'Ari', 'Dominque', 'Sage', 'Domonique', 'Kimani', 'Lorin', 'Kaylon', 'Antonia', 'Jammie', 'Devyn', 'Codi', 'Sutton', 'Palmer', 'River', 'Armani', 'Cameran', 'Loren', 'Jael', 'Kaidyn', 'Billie', 'Mckinley', 'Stacy', 'Dakota', 'Marlo', 'Austyn', 'Ramsey', 'Oakley', 'Odell', 'Landry', 'Emery', 'Ivey', 'Catlin', 'Aries', 'Ayomide', 'Lavoris', 'Kree', 'Finley', 'Larkin', 'Payden', 'Braylyn', 'Lannie', 'Royal', 'Reese', 'True', 'Jody', 'Hayden', 'Audie', 'Jalyn', 'Kerry', 'Tristyn'] SD Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kelly 1145.0 897.0 248.0 0.121450 2042.0 24.0 30.0 54.0 Lynn 716.0 582.0 134.0 0.103236 1298.0 28.0 26.0 54.0 Peyton 262.0 244.0 18.0 0.035573 506.0 29.0 22.0 51.0 Dana 394.0 312.0 82.0 0.116147 706.0 26.0 23.0 49.0 Kerry 145.0 180.0 35.0 0.107692 325.0 27.0 19.0 46.0 Payton 223.0 175.0 48.0 0.120603 398.0 25.0 20.0 45.0 Leslie 540.0 983.0 443.0 0.290873 1523.0 16.0 28.0 44.0 Taylor 1193.0 555.0 638.0 0.364989 1748.0 14.0 29.0 43.0 Pat 159.0 124.0 35.0 0.123675 283.0 23.0 17.0 40.0 Jamie 1008.0 423.0 585.0 0.408805 1431.0 11.0 27.0 38.0 the top 100 suggested highly gender nuetral names in SD are ['Kelly', 'Lynn', 'Peyton', 'Dana', 'Kerry', 'Payton', 'Leslie', 'Taylor', 'Pat', 'Jamie', 'Remington', 'Kim', 'Oakley', 'Sage', 'Marion', 'Skylar', 'Rowan', 'Charlie', 'Sidney', 'Sutton', 'Kasey', 'Laverne', 'Lennox', 'Finley', 'Leighton', 'Kendall', 'Teagan', 'Emerson', 'Fay', 'Justice'] CO Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 1986.0 1883.0 103.0 0.026622 3869.0 73.0 73.0 146.0 Quinn 795.0 906.0 111.0 0.065256 1701.0 65.0 67.0 132.0 Kerry 574.0 486.0 88.0 0.083019 1060.0 64.0 62.0 126.0 Kris 202.0 198.0 4.0 0.010000 400.0 74.0 49.0 123.0 Jaime 673.0 912.0 239.0 0.150789 1585.0 54.0 66.0 120.0 Pat 554.0 428.0 126.0 0.128310 982.0 57.0 60.0 117.0 Sidney 335.0 429.0 94.0 0.123037 764.0 58.0 56.0 114.0 Lennon 70.0 69.0 1.0 0.007194 139.0 75.0 36.0 111.0 Jordan 2984.0 5542.0 2558.0 0.300023 8526.0 34.0 77.0 111.0 Marion 650.0 431.0 219.0 0.202590 1081.0 48.0 63.0 111.0 the top 100 suggested highly gender nuetral names in CO are ['Riley', 'Quinn', 'Kerry', 'Kris', 'Jaime', 'Pat', 'Sidney', 'Lennon', 'Jordan', 'Marion', 'Oakley', 'Justice', 'Harley', 'Amari', 'Rene', 'Gale', 'Dakota', 'Jessie', 'Sage', 'Rowan', 'Landry', 'Taylor', 'Skyler', 'Peyton', 'Trinidad', 'Finley', 'Emerson', 'Sutton', 'Rian', 'Linden', 'Lynn', 'Baylor', 'Angel', 'Hollis', 'Remy', 'Ryley', 'Palmer', 'Leslie', 'Finnley', 'Salem', 'River', 'Lorin', 'Casey', 'Shia', 'Charley', 'Darrian', 'Phoenix', 'Austyn', 'Ali', 'Charlie', 'Devyn', 'Blair', 'Val', 'Unknown', 'Jaiden', 'Talyn', 'Kasey', 'Dakotah', 'Emory', 'Azariah', 'Jorden', 'Britt', 'Shea', 'Murphy', 'Kyrie', 'Torrey', 'Ellis', 'Reilly', 'Lennox', 'Jaydin', 'Tennyson', 'Denver', 'Jael', 'Anay', 'Camdyn', 'Bellamy', 'Carrol'] NH Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 557.0 570.0 13.0 0.011535 1127.0 17.0 15.0 32.0 Terry 307.0 328.0 21.0 0.033071 635.0 16.0 12.0 28.0 Quinn 216.0 213.0 3.0 0.006993 429.0 18.0 9.0 27.0 Jordan 515.0 1041.0 526.0 0.338046 1556.0 9.0 17.0 26.0 Casey 351.0 472.0 121.0 0.147023 823.0 12.0 14.0 26.0 Baby 205.0 251.0 46.0 0.100877 456.0 13.0 10.0 23.0 Leslie 496.0 292.0 204.0 0.258883 788.0 10.0 13.0 23.0 Jamie 918.0 384.0 534.0 0.410138 1302.0 5.0 16.0 21.0 Taylor 1193.0 443.0 750.0 0.458435 1636.0 2.0 18.0 20.0 Finley 65.0 58.0 7.0 0.056911 123.0 15.0 4.0 19.0 the top 100 suggested highly gender nuetral names in NH are ['Riley', 'Terry', 'Quinn', 'Jordan', 'Casey', 'Baby', 'Leslie', 'Jamie', 'Taylor', 'Finley', 'Unknown', 'Rowan', 'River', 'Lee', 'Kerry', 'Emerson', 'Devan', 'Jody'] MS Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jackie 1732.0 1977.0 245.0 0.066056 3709.0 91.0 92.0 183.0 Aubrey 1223.0 1220.0 3.0 0.001228 2443.0 94.0 85.0 179.0 Jessie 7309.0 9572.0 2263.0 0.134056 16881.0 73.0 101.0 174.0 Marion 1453.0 1844.0 391.0 0.118593 3297.0 78.0 89.0 167.0 Riley 825.0 988.0 163.0 0.089906 1813.0 85.0 80.0 165.0 Payton 410.0 382.0 28.0 0.035354 792.0 92.0 72.0 164.0 Leslie 2605.0 1819.0 786.0 0.177667 4424.0 64.0 97.0 161.0 Amari 316.0 361.0 45.0 0.066470 677.0 90.0 68.0 158.0 Skyler 274.0 318.0 44.0 0.074324 592.0 89.0 67.0 156.0 Jonnie 217.0 225.0 8.0 0.018100 442.0 93.0 62.0 155.0 the top 100 suggested highly gender nuetral names in MS are ['Jackie', 'Aubrey', 'Jessie', 'Marion', 'Riley', 'Payton', 'Leslie', 'Amari', 'Skyler', 'Jonnie', 'Unknown', 'Johnnie', 'Frankie', 'Kendall', 'Casey', 'Jamie', 'Cleo', 'Francis', 'Avery', 'Alva', 'Billie', 'Maxie', 'Lynn', 'Vernell', 'Kristian', 'Emerson', 'Peyton', 'Ollie', 'Tracy', 'Lennon', 'Zion', 'Taylor', 'Ocie', 'Zyon', 'Elisha', 'Jaidyn', 'Phoenix', 'Oakley', 'Justice', 'Palmer', 'Landry', 'Jordan', 'Claudie', 'Dee', 'Sandy', 'Lacy', 'Jaylyn', 'Jodie', 'Earlie', 'Shelby', 'Devyn', 'Levern', 'Montez', 'Shannon', 'Kamari', 'Dakota', 'Climmie', 'Legacy', 'Kelly', 'Nakia', 'Harley', 'Stacy', 'Ivory', 'Kenyatta', 'Rowan', 'Ardell', 'Lynell', 'Ashten', 'Oddie', 'Unnamed', 'Sage', 'Dominique', 'Lannie', 'Pat', 'Demetric', 'River', 'Mckinley', 'Sherrill', 'Stephan', 'Royal', 'Cortney', 'Reese', 'Tatum', 'Armani', 'Lashawn', 'Jalyn', 'Demetri', 'Jordin', 'Osie', 'Denver', 'Lavell', 'Kris', 'Arlie', 'Ozzie', 'Lemmie', 'Deandra', 'Quinn', 'Marlo', 'Campbell', 'Nicky'] MD Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Dakota 715.0 765.0 50.0 0.033784 1480.0 78.0 75.0 153.0 Quinn 614.0 517.0 97.0 0.085765 1131.0 70.0 72.0 142.0 Noel 262.0 276.0 14.0 0.026022 538.0 79.0 61.0 140.0 Unknown 253.0 247.0 6.0 0.012000 500.0 80.0 60.0 140.0 Justice 302.0 272.0 30.0 0.052265 574.0 77.0 62.0 139.0 Skyler 382.0 323.0 59.0 0.083688 705.0 72.0 66.0 138.0 Phoenix 177.0 174.0 3.0 0.008547 351.0 81.0 55.0 136.0 Casey 1682.0 1102.0 580.0 0.208333 2784.0 54.0 80.0 134.0 Emerson 335.0 475.0 140.0 0.172840 810.0 62.0 69.0 131.0 Blair 338.0 267.0 71.0 0.117355 605.0 67.0 63.0 130.0 the top 100 suggested highly gender nuetral names in MD are ['Dakota', 'Quinn', 'Noel', 'Unknown', 'Justice', 'Skyler', 'Phoenix', 'Casey', 'Emerson', 'Blair', 'Jackie', 'Rowan', 'Avery', 'Angel', 'Riley', 'Terry', 'Elisha', 'Royal', 'Marion', 'Amari', 'Peyton', 'Amen', 'Baby', 'Kris', 'Jaylin', 'Jordan', 'Dominique', 'Child', 'Finley', 'Rian', 'Nana', 'Camdyn', 'River', 'Dominque', 'Ayomide', 'Kendall', 'Ollie', 'Charlie', 'Hayden', 'Armani', 'Kerry', 'Ellison', 'Briar', 'Kamil', 'Andra', 'Denver', 'Loren', 'Stevie', 'Monroe', 'Montana', 'Austyn', 'Reese', 'Storm', 'Samari', 'Chayse', 'Kristian', 'Semaj', 'Jan', 'Oluwadarasimi', 'Dereon', 'Kamdyn', 'Remy', 'Rory', 'Harley', 'Shiloh', 'Divine', 'Sage', 'Merle', 'Oakley', 'Azariah', 'Clarke', 'Name', 'Tru', 'Reilly', 'Rowen', 'Braylin', 'True', 'Jourdan', 'Khari', 'Page', 'Lindy', 'Damani', 'Jaedyn', 'Kimani', 'Kendell'] UT Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kim 1270.0 1325.0 55.0 0.021195 2595.0 60.0 59.0 119.0 Taylor 3236.0 3630.0 394.0 0.057384 6866.0 53.0 63.0 116.0 Kelly 2237.0 2882.0 645.0 0.126001 5119.0 46.0 62.0 108.0 Payton 701.0 636.0 65.0 0.048616 1337.0 56.0 52.0 108.0 Sidney 361.0 368.0 7.0 0.009602 729.0 61.0 44.0 105.0 Skylar 364.0 408.0 44.0 0.056995 772.0 54.0 46.0 100.0 Peyton 809.0 573.0 236.0 0.170767 1382.0 43.0 54.0 97.0 Quinn 537.0 825.0 288.0 0.211454 1362.0 38.0 53.0 91.0 Teagan 197.0 178.0 19.0 0.050667 375.0 55.0 34.0 89.0 Brighton 187.0 215.0 28.0 0.069652 402.0 52.0 35.0 87.0 the top 100 suggested highly gender nuetral names in UT are ['Kim', 'Taylor', 'Kelly', 'Payton', 'Sidney', 'Skylar', 'Peyton', 'Quinn', 'Teagan', 'Brighton', 'Tracy', 'Darian', 'Riley', 'Charlie', 'Kris', 'Shay', 'Kay', 'Finnley', 'Harley', 'Kendall', 'Ari', 'Justice', 'Jamey', 'Morgan', 'Marion', 'Quincy', 'Remy', 'Jaime', 'Rey', 'Dakota', 'Tru', 'Angel', 'Sage', 'Tatum', 'Finley', 'Rowan', 'Cedar', 'Corby', 'Kasey', 'Kacey', 'Tegan', 'Emerson', 'Reece', 'Campbell', 'Camdyn', 'Tristyn', 'Jody', 'Channing', 'Bentley', 'Phoenix', 'Lennon', 'River', 'Lennox', 'Jaiden', 'Palmer', 'Kamdyn', 'Rene', 'Dominique', 'Shea', 'Lyric', 'Hinckley', 'Amari', 'Kit'] LA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 1644.0 1462.0 182.0 0.058596 3106.0 103.0 102.0 205.0 Jessie 4600.0 5937.0 1337.0 0.126886 10537.0 88.0 117.0 205.0 Emery 446.0 420.0 26.0 0.030023 866.0 112.0 87.0 199.0 Casey 1860.0 2393.0 533.0 0.125323 4253.0 89.0 110.0 199.0 Unknown 373.0 390.0 17.0 0.022280 763.0 113.0 86.0 199.0 Pat 388.0 357.0 31.0 0.041611 745.0 108.0 85.0 193.0 Ivy 984.0 810.0 174.0 0.096990 1794.0 96.0 96.0 192.0 Payton 963.0 760.0 203.0 0.117818 1723.0 90.0 95.0 185.0 Frankie 1159.0 882.0 277.0 0.135718 2041.0 87.0 98.0 185.0 Robbie 642.0 512.0 130.0 0.112652 1154.0 91.0 93.0 184.0 the top 100 suggested highly gender nuetral names in LA are ['Riley', 'Jessie', 'Emery', 'Casey', 'Unknown', 'Pat', 'Ivy', 'Payton', 'Frankie', 'Robbie', 'Aubrey', 'Jackie', 'Lynn', 'Landry', 'Johnnie', 'Peyton', 'Skyler', 'Kristian', 'Reese', 'Raleigh', 'Karon', 'Audie', 'Collins', 'Devyn', 'Vernell', 'Emerson', 'Leighton', 'Avery', 'Stevie', 'Sutton', 'Elisha', 'Claudie', 'Ari', 'Marion', 'Tommie', 'Sage', 'Taylor', 'Leslie', 'Kendall', 'Shelby', 'Justice', 'Jourdan', 'Toi', 'Blair', 'Jamie', 'Austyn', 'Jaylin', 'Dominique', 'Tai', 'Semaj', 'Whitney', 'Briar', 'Anh', 'Aubry', 'Maxie', 'Darian', 'Palmer', 'Shannon', 'Denver', 'Dakota', 'Jodeci', 'Ryley', 'Waver', 'Phoenix', 'Jody', 'Kris', 'Lennon', 'Ali', 'Harley', 'Taylen', 'Bradlee', 'Khari', 'Kendal', 'Oakley', 'Quinn', 'Mckinley', 'Rowan', 'Tylar', 'Jovan', 'Zion', 'Darrian', 'Golden', 'Ocie', 'Sammie', 'Demetris', 'Baylor', 'Gianni', 'Shea', 'Dominque', 'Donzell', 'Alvie', 'Shanon', 'Jammie', 'Odie', 'Tatum', 'Loren', 'Germaine', 'River', 'Terrion', 'Kamdyn'] ME Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 716.0 807.0 91.0 0.059750 1523.0 17.0 18.0 35.0 Riley 471.0 551.0 80.0 0.078278 1022.0 15.0 17.0 32.0 Kerry 240.0 235.0 5.0 0.010526 475.0 19.0 13.0 32.0 Terry 727.0 1170.0 443.0 0.233527 1897.0 10.0 21.0 31.0 Quinn 175.0 183.0 8.0 0.022346 358.0 18.0 12.0 30.0 Casey 402.0 553.0 151.0 0.158115 955.0 13.0 16.0 29.0 Jamie 1106.0 590.0 516.0 0.304245 1696.0 7.0 20.0 27.0 Kendall 117.0 134.0 17.0 0.067729 251.0 16.0 11.0 27.0 Ali 5.0 5.0 0.0 0.000000 10.0 20.5 1.5 22.0 Baby 5.0 5.0 0.0 0.000000 10.0 20.5 1.5 22.0 the top 100 suggested highly gender nuetral names in ME are ['Leslie', 'Riley', 'Kerry', 'Terry', 'Quinn', 'Casey', 'Jamie', 'Kendall', 'Ali', 'Baby', 'Finley', 'Skyler', 'Avery', 'Jordan', 'Rowan', 'Jody', 'Theo', 'Jaiden', 'Emerson', 'Kris', 'Infant'] WI Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Angel 1218.0 1482.0 264.0 0.097778 2700.0 61.0 70.0 131.0 Leslie 2817.0 2147.0 670.0 0.134972 4964.0 54.0 75.0 129.0 Gale 479.0 456.0 23.0 0.024599 935.0 70.0 56.0 126.0 Quinn 853.0 1070.0 217.0 0.112845 1923.0 57.0 66.0 123.0 Emery 290.0 294.0 4.0 0.006849 584.0 72.0 49.0 121.0 Finley 390.0 456.0 66.0 0.078014 846.0 65.0 54.0 119.0 Emerson 381.0 355.0 26.0 0.035326 736.0 68.0 51.0 119.0 Dominique 499.0 416.0 83.0 0.090710 915.0 64.0 55.0 119.0 Peyton 1219.0 857.0 362.0 0.174374 2076.0 48.0 68.0 116.0 Kerry 1385.0 929.0 456.0 0.197061 2314.0 46.0 69.0 115.0 the top 100 suggested highly gender nuetral names in WI are ['Angel', 'Leslie', 'Gale', 'Quinn', 'Emery', 'Finley', 'Emerson', 'Dominique', 'Peyton', 'Kerry', 'Riley', 'Unnamed', 'Laverne', 'Lennon', 'Justice', 'Blair', 'Elisha', 'Marlyn', 'Avery', 'Payton', 'Amari', 'Skyler', 'Pat', 'Rowan', 'Jamie', 'Emory', 'Casey', 'Jan', 'Kris', 'Shea', 'Lennox', 'Reese', 'Kendall', 'Taylor', 'Kasey', 'Baily', 'Cher', 'Kalin', 'Luverne', 'Reilly', 'Jessie', 'Devyn', 'River', 'Frankie', 'Ali', 'Jaylin', 'Chayse', 'Blayke', 'Everest', 'Ardell', 'Sidney', 'Shay', 'Jaiden', 'Briar', 'Jaedyn', 'Carey', 'Phoenix', 'Jaime', 'Carrol', 'Sage', 'Ashtyn', 'Teegan', 'Noel', 'Jadin', 'Romaine', 'Harlyn', 'Remy', 'London', 'Darian', 'Dominque', 'Harlow', 'Codi', 'Tegan', 'Oakley', 'Lucca', 'De', 'Dusty'] NJ Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Terry 2451.0 2431.0 20.0 0.004097 4882.0 64.0 65.0 129.0 Dakota 542.0 519.0 23.0 0.021678 1061.0 60.0 52.0 112.0 Quinn 838.0 779.0 59.0 0.036487 1617.0 55.0 56.0 111.0 Jan 821.0 761.0 60.0 0.037927 1582.0 54.0 55.0 109.0 Milan 297.0 313.0 16.0 0.026230 610.0 59.0 47.0 106.0 Blair 307.0 327.0 20.0 0.031546 634.0 56.0 48.0 104.0 Carmen 3557.0 2411.0 1146.0 0.192024 5968.0 37.0 67.0 104.0 Ariel 1357.0 1051.0 306.0 0.127076 2408.0 45.0 58.0 103.0 Armani 241.0 255.0 14.0 0.028226 496.0 57.0 45.0 102.0 Rene 486.0 565.0 79.0 0.075167 1051.0 51.0 51.0 102.0 the top 100 suggested highly gender nuetral names in NJ are ['Terry', 'Dakota', 'Quinn', 'Jan', 'Milan', 'Blair', 'Carmen', 'Ariel', 'Armani', 'Rene', 'Kris', 'Pat', 'Casey', 'Elisha', 'Devon', 'Jaime', 'Dale', 'Krishna', 'Emerson', 'Skyler', 'Jaidyn', 'Jaylin', 'Lee', 'Lennon', 'Finley', 'Phoenix', 'Remy', 'Rowan', 'Nicola', 'Kenyatta', 'Jordan', 'Emery', 'Hayden', 'Ollie', 'Tal', 'Khamani', 'Toby', 'Devan', 'Jaquay', 'Germaine', 'Avery', 'Riley', 'Noel', 'Carey', 'Jullian', 'Mina', 'Reilly', 'Sherron', 'Alexi', 'Baby', 'Dallas', 'River', 'Shea', 'Jael', 'Chayse', 'Stevie', 'Michal', 'Chandler', 'Gerry', 'Remington', 'Lashawn', 'Legacy', 'Lindy', 'Emory', 'Shay', 'Azariah', 'Royal', 'Reign'] AR Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 4373.0 4449.0 76.0 0.008615 8822.0 96.0 103.0 199.0 Riley 1059.0 1045.0 14.0 0.006654 2104.0 97.0 91.0 188.0 Cleo 833.0 721.0 112.0 0.072072 1554.0 89.0 84.0 173.0 Johnnie 2273.0 3266.0 993.0 0.179274 5539.0 72.0 101.0 173.0 Payton 689.0 593.0 96.0 0.074883 1282.0 88.0 80.0 168.0 Unknown 335.0 343.0 8.0 0.011799 678.0 95.0 72.0 167.0 Lynn 612.0 764.0 152.0 0.110465 1376.0 84.0 82.0 166.0 Francis 937.0 738.0 199.0 0.118806 1675.0 80.0 85.0 165.0 Peyton 763.0 1017.0 254.0 0.142697 1780.0 77.0 86.0 163.0 Aubrey 1224.0 864.0 360.0 0.172414 2088.0 73.0 90.0 163.0 the top 100 suggested highly gender nuetral names in AR are ['Jessie', 'Riley', 'Cleo', 'Johnnie', 'Payton', 'Unknown', 'Lynn', 'Francis', 'Peyton', 'Aubrey', 'Marion', 'Justice', 'Casey', 'Angel', 'Frankie', 'Leslie', 'Jackie', 'Loren', 'Tommie', 'Baby', 'Mckinley', 'Skyler', 'Gale', 'Dee', 'Willie', 'Ashton', 'Kristian', 'Kendall', 'Jordan', 'Pat', 'Odie', 'Taylor', 'Carey', 'Harley', 'Elisha', 'Tracy', 'Sutton', 'Aubry', 'Ardell', 'Claudie', 'Lavon', 'Shannon', 'Maxie', 'Darian', 'Oakley', 'Billie', 'Lennox', 'Quinn', 'Phoenix', 'Amari', 'Raleigh', 'Arlee', 'Finnley', 'Antonia', 'Carmon', 'Kerry', 'Avery', 'Jaylin', 'Remy', 'Landry', 'Channing', 'Loise', 'Jaylyn', 'Oval', 'Rowan', 'Ivory', 'Austyn', 'Finley', 'Micah', 'Vernie', 'Sammie', 'Merle', 'Argie', 'Dominique', 'Ali', 'Ozell', 'Ozie', 'Emerson', 'Fay', 'Emory', 'Ocie', 'Ossie', 'Reese', 'Leighton', 'Jaiden', 'Jaime', 'Kamdyn', 'Nakia', 'Kamari', 'Oaklee', 'Lindy', 'Montana', 'Carsyn', 'Campbell', 'Kingsley', 'Beryl', 'Sage', 'Andra', 'Armani', 'Sherrill'] NY Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jaime 4348.0 4181.0 167.0 0.019580 8529.0 174.0 185.0 359.0 Jan 2477.0 2436.0 41.0 0.008345 4913.0 176.0 180.0 356.0 Quinn 1795.0 1809.0 14.0 0.003885 3604.0 179.0 174.0 353.0 Ariel 4665.0 4261.0 404.0 0.045261 8926.0 163.0 187.0 350.0 Casey 4648.0 4064.0 584.0 0.067034 8712.0 157.0 186.0 343.0 Skyler 1280.0 1389.0 109.0 0.040839 2669.0 166.0 169.0 335.0 Pat 1671.0 1896.0 225.0 0.063078 3567.0 159.0 173.0 332.0 Laverne 1214.0 1062.0 152.0 0.066784 2276.0 158.0 168.0 326.0 Carey 525.0 556.0 31.0 0.028677 1081.0 170.0 149.0 319.0 Milan 618.0 679.0 61.0 0.047032 1297.0 162.0 155.0 317.0 the top 100 suggested highly gender nuetral names in NY are ['Jaime', 'Jan', 'Quinn', 'Ariel', 'Casey', 'Skyler', 'Pat', 'Laverne', 'Carey', 'Milan', 'Elisha', 'Finley', 'Tenzin', 'Blair', 'Nicola', 'Harley', 'Shea', 'Phoenix', 'Hollis', 'Stevie', 'Loren', 'Jaylin', 'Dakota', 'Merle', 'Avery', 'Terry', 'Shiloh', 'Devyn', 'Emery', 'Jordin', 'Rene', 'Yuri', 'Jaidyn', 'Rowan', 'Riley', 'Sunny', 'Jourdan', 'Jael', 'Reilly', 'Kendall', 'Remy', 'Emerson', 'Kris', 'Shay', 'Paris', 'Leighton', 'Kiran', 'Alexi', 'Dior', 'Lexington', 'Ollie', 'Samar', 'Kamani', 'Andi', 'Azariah', 'Lee', 'Jackie', 'Santana', 'Tai', 'Unique', 'Peyton', 'Sage', 'Leslie', 'Lennon', 'Carroll', 'Gal', 'Ronnie', 'Wen', 'Yu', 'Arden', 'Kareen', 'Lian', 'Jullian', 'Jaspreet', 'Jamie', 'Harpreet', 'Ryley', 'Zi', 'Campbell', 'Jessy', 'Adama', 'Karan', 'Tal', 'Jadyn', 'Dakotah', 'Jaedyn', 'Nikita', 'Amari', 'Amandeep', 'Lavern', 'Aven', 'Jia', 'Kerry', 'Shaune', 'Nuri', 'Payson', 'Chevy', 'Dru', 'Schyler', 'Eliyah'] MT Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 932.0 830.0 102.0 0.057889 1762.0 32.0 34.0 66.0 Pat 246.0 223.0 23.0 0.049041 469.0 34.0 26.0 60.0 Kelly 1526.0 930.0 596.0 0.242671 2456.0 22.0 35.0 57.0 Taylor 1030.0 677.0 353.0 0.206796 1707.0 23.0 33.0 56.0 Peyton 245.0 196.0 49.0 0.111111 441.0 29.5 25.0 54.5 Harley 76.0 75.0 1.0 0.006623 151.0 35.0 17.0 52.0 Payton 234.0 171.0 63.0 0.155556 405.0 26.0 24.0 50.0 Quinn 142.0 180.0 38.0 0.118012 322.0 28.0 22.0 50.0 Kerry 220.0 159.0 61.0 0.160950 379.0 24.0 23.0 47.0 Jordan 542.0 1124.0 582.0 0.349340 1666.0 14.0 32.0 46.0 the top 100 suggested highly gender nuetral names in MT are ['Leslie', 'Pat', 'Kelly', 'Taylor', 'Peyton', 'Harley', 'Payton', 'Quinn', 'Kerry', 'Jordan', 'Remington', 'Kasey', 'Dana', 'Riley', 'Sage', 'Finley', 'Charlie', 'Kris', 'Lynn', 'Rowan', 'Hayden', 'River', 'Jamey', 'Skylar', 'Avery', 'Baby', 'Teagan', 'Phoenix', 'Justice', 'Austyn', 'Remy', 'Oakley', 'Carey', 'Jayme', 'Lindy'] OK Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Angel 1429.0 1361.0 68.0 0.024373 2790.0 103.0 98.0 201.0 Frankie 1412.0 1225.0 187.0 0.070914 2637.0 97.0 97.0 194.0 Lynn 992.0 1158.0 166.0 0.077209 2150.0 94.0 94.0 188.0 Riley 1421.0 1816.0 395.0 0.122027 3237.0 84.0 100.0 184.0 Tommie 712.0 837.0 125.0 0.080697 1549.0 92.0 88.0 180.0 Justice 325.0 308.0 17.0 0.026856 633.0 102.0 72.0 174.0 Leslie 3750.0 2498.0 1252.0 0.200384 6248.0 69.0 105.0 174.0 Jessie 3592.0 2344.0 1248.0 0.210243 5936.0 68.0 104.0 172.0 Dominique 283.0 312.0 29.0 0.048739 595.0 99.0 71.0 170.0 Kendall 705.0 930.0 225.0 0.137615 1635.0 80.0 89.0 169.0 the top 100 suggested highly gender nuetral names in OK are ['Angel', 'Frankie', 'Lynn', 'Riley', 'Tommie', 'Justice', 'Leslie', 'Jessie', 'Dominique', 'Kendall', 'Sammie', 'Cleo', 'Jackie', 'Pat', 'Jaiden', 'Landry', 'Casey', 'Peyton', 'Willie', 'Jaime', 'Sutton', 'Jordan', 'Unknown', 'Ashton', 'Oakley', 'Kerry', 'Jody', 'Darian', 'Montana', 'Elisha', 'Emerson', 'Gale', 'Jaylin', 'Camdyn', 'Johnnie', 'Payton', 'Kelly', 'Ali', 'Devyn', 'Taylor', 'Carey', 'Kamdyn', 'Remington', 'Tracy', 'Payden', 'Dee', 'Armani', 'Harley', 'Baby', 'Audie', 'Skylar', 'Francis', 'Emory', 'Beryl', 'Robbie', 'Skyler', 'Rowan', 'Kaedyn', 'Ever', 'Marion', 'Gerry', 'Rebel', 'Phoenix', 'River', 'Lavern', 'Myrl', 'Laramie', 'Jaden', 'Austyn', 'Darrian', 'Merritt', 'Kris', 'Emery', 'Nakia', 'Quinn', 'Kendal', 'Lindy', 'Arrow', 'Sage', 'Lakota', 'Vernie', 'Merle', 'Stevie', 'Reese', 'Tegan', 'Chandler', 'Lennox', 'Channing', 'Kylin', 'Tory', 'Elliot', 'Carrol', 'Teegan', 'Bellamy', 'Leighton', 'Finley', 'Ryley', 'Kristian', 'Karsen', 'Laken'] MA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Lee 2239.0 3064.0 825.0 0.155572 5303.0 44.0 51.0 95.0 Terry 1271.0 1073.0 198.0 0.084471 2344.0 47.0 46.0 93.0 Casey 2279.0 1584.0 695.0 0.179912 3863.0 41.0 50.0 91.0 Quinn 877.0 1040.0 163.0 0.085029 1917.0 46.0 44.0 90.0 Dakota 469.0 511.0 42.0 0.042857 980.0 49.0 39.0 88.0 Shea 355.0 342.0 13.0 0.018651 697.0 51.0 36.0 87.0 Emery 200.0 200.0 0.0 0.000000 400.0 53.0 32.0 85.0 Finley 190.0 183.0 7.0 0.018767 373.0 50.0 30.0 80.0 Riley 2431.0 1331.0 1100.0 0.292398 3762.0 30.0 49.0 79.0 Dale 1147.0 2170.0 1023.0 0.308411 3317.0 26.0 48.0 74.0 the top 100 suggested highly gender nuetral names in MA are ['Lee', 'Terry', 'Casey', 'Quinn', 'Dakota', 'Shea', 'Emery', 'Finley', 'Riley', 'Dale', 'Jan', 'Rowan', 'Emerson', 'Jamie', 'Ariel', 'Amari', 'Harley', 'Reilly', 'Azariah', 'Blair', 'Devon', 'Skyler', 'Devyn', 'Loren', 'Kris', 'Jordan', 'Jaime', 'Merle', 'Toby', 'Carmen', 'Dana', 'Sunny', 'Lorin', 'Barrie', 'Campbell', 'Hayden', 'Dominque', 'River', 'Devan', 'Shay', 'Lennon', 'Ryley', 'Amani', 'London', 'Milan', 'Phoenix', 'Tenzin', 'Jaidyn', 'Daniele', 'Tiernan', 'Jaylin', 'Nicola', 'Stevie', 'Camdyn'] NM Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 750.0 667.0 83.0 0.058574 1417.0 34.0 29.0 63.0 Riley 424.0 365.0 59.0 0.074778 789.0 33.0 25.0 58.0 Jackie 597.0 405.0 192.0 0.191617 1002.0 24.0 27.0 51.0 Jody 193.0 164.0 29.0 0.081232 357.0 31.0 18.0 49.0 Angel 1154.0 2335.0 1181.0 0.338492 3489.0 13.0 34.0 47.0 Trinidad 131.0 110.0 21.0 0.087137 241.0 30.0 15.0 45.0 Justice 80.0 68.0 12.0 0.081081 148.0 32.0 10.0 42.0 Taylor 1322.0 553.0 769.0 0.410133 1875.0 11.0 31.0 42.0 Jordan 915.0 2228.0 1313.0 0.417754 3143.0 9.0 33.0 42.0 Guadalupe 1128.0 470.0 658.0 0.411765 1598.0 10.0 30.0 40.0 the top 100 suggested highly gender nuetral names in NM are ['Jessie', 'Riley', 'Jackie', 'Jody', 'Angel', 'Trinidad', 'Justice', 'Taylor', 'Jordan', 'Guadalupe', 'Terry', 'Dakota', 'Rene', 'Rowan', 'Quinn', 'Kerry', 'Avery', 'Marion', 'Kendall', 'Darian', 'Natividad', 'Stevie', 'Finley', 'Casey', 'Peyton', 'Pat', 'Reese', 'Hayden', 'Sidney', 'Lynn', 'Azariah', 'Harley', 'Shea', 'Amari'] WY Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kelly 786.0 447.0 339.0 0.274939 1233.0 14.0 18.0 32.0 Riley 181.0 306.0 125.0 0.256674 487.0 15.0 14.0 29.0 Leslie 479.0 237.0 242.0 0.337989 716.0 11.0 15.0 26.0 Jordan 301.0 640.0 339.0 0.360255 941.0 9.0 16.0 25.0 Kerry 54.0 46.0 8.0 0.080000 100.0 17.0 8.0 25.0 Taylor 673.0 298.0 375.0 0.386200 971.0 6.0 17.0 23.0 Lynn 238.0 115.0 123.0 0.348442 353.0 10.0 13.0 23.0 Sidney 6.0 6.0 0.0 0.000000 12.0 18.0 2.0 20.0 Peyton 135.0 60.0 75.0 0.384615 195.0 7.0 12.0 19.0 Sawyer 51.0 112.0 61.0 0.374233 163.0 8.0 10.0 18.0 the top 100 suggested highly gender nuetral names in WY are ['Kelly', 'Riley', 'Leslie', 'Jordan', 'Kerry', 'Taylor', 'Lynn', 'Sidney', 'Peyton', 'Sawyer', 'Remington', 'Emerson', 'River', 'Payton', 'Angel', 'Pat', 'Quinn', 'Dee'] OH Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Gale 941.0 950.0 9.0 0.004759 1891.0 144.0 131.0 275.0 Kerry 1909.0 1718.0 191.0 0.052661 3627.0 133.0 142.0 275.0 Kris 660.0 635.0 25.0 0.019305 1295.0 142.0 125.0 267.0 Marion 4041.0 3234.0 807.0 0.110928 7275.0 117.0 148.0 265.0 Quinn 1686.0 1336.0 350.0 0.115817 3022.0 116.0 139.0 255.0 Casey 3187.0 4563.0 1376.0 0.177548 7750.0 100.0 150.0 250.0 Blair 537.0 455.0 82.0 0.082661 992.0 127.0 119.0 246.0 Gerry 387.0 456.0 69.0 0.081851 843.0 128.0 114.0 242.0 Armani 278.0 306.0 28.0 0.047945 584.0 135.0 107.0 242.0 Emery 781.0 1016.0 235.0 0.130774 1797.0 111.0 130.0 241.0 the top 100 suggested highly gender nuetral names in OH are ['Gale', 'Kerry', 'Kris', 'Marion', 'Quinn', 'Casey', 'Blair', 'Gerry', 'Armani', 'Emery', 'Baby', 'Justice', 'Ora', 'Skyler', 'Carey', 'Amari', 'Lennon', 'Emerson', 'Devyn', 'Sidney', 'Lashawn', 'Riley', 'Remy', 'Shea', 'Peyton', 'Dominique', 'Ollie', 'Unknown', 'Carsyn', 'Sage', 'Phoenix', 'Finley', 'Rowan', 'Charley', 'Jackie', 'Jan', 'Oakley', 'Frankie', 'Tory', 'Dana', 'Carrol', 'Lavon', 'Cris', 'Kamari', 'Elisha', 'Landry', 'Noel', 'Jaylin', 'Harley', 'Dusty', 'Codi', 'Darian', 'Leslie', 'Jessie', 'Pat', 'Ryley', 'River', 'Azariah', 'Linn', 'Rian', 'Tru', 'Lennox', 'Reilly', 'Salem', 'Kendall', 'Avery', 'Hollis', 'Palmer', 'Devan', 'Parris', 'Jaidyn', 'Ali', 'Taylen', 'Arion', 'Jordan', 'Reese', 'Teegan', 'Ricki', 'Jamie', 'Emari', 'Vashon', 'Johann', 'Tobie', 'Baily', 'Cashmere', 'Mykah', 'Torey', 'Charlie', 'Leighton', 'Remington', 'Jaedyn', 'Jodeci', 'Stevie', 'Murphy', 'Caidyn', 'Monroe', 'Tristyn', 'Camdyn', 'Kasey', 'Carlin'] OR Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Unknown 502.0 548.0 46.0 0.043810 1050.0 63.0 55.0 118.0 Riley 1294.0 1841.0 547.0 0.174482 3135.0 50.0 67.0 117.0 Quinn 523.0 657.0 134.0 0.113559 1180.0 57.0 59.0 116.0 Jaime 616.0 474.0 142.0 0.130275 1090.0 56.0 56.0 112.0 Taylor 3596.0 2137.0 1459.0 0.254492 5733.0 39.0 69.0 108.0 Emerson 223.0 207.0 16.0 0.037209 430.0 66.0 42.0 108.0 Kasey 248.0 228.0 20.0 0.042017 476.0 64.0 43.0 107.0 Finley 276.0 245.0 31.0 0.059501 521.0 62.0 44.0 106.0 Kerry 453.0 688.0 235.0 0.205960 1141.0 48.0 57.0 105.0 Skylar 431.0 316.0 115.0 0.153949 747.0 51.0 51.0 102.0 the top 100 suggested highly gender nuetral names in OR are ['Unknown', 'Riley', 'Quinn', 'Jaime', 'Taylor', 'Emerson', 'Kasey', 'Finley', 'Kerry', 'Skylar', 'Sage', 'Sidney', 'Carey', 'Pat', 'Justice', 'Harley', 'Peyton', 'Lennon', 'Kelly', 'Remy', 'Lynn', 'Marion', 'Rowan', 'Campbell', 'Elisha', 'Darian', 'Leslie', 'Shea', 'Gale', 'Avery', 'Payton', 'Charlie', 'Kyrie', 'Blair', 'Jessie', 'Morgan', 'Payson', 'Val', 'Angel', 'Lyric', 'Phoenix', 'Dakota', 'Frankie', 'Dusty', 'Oakley', 'Tristyn', 'Nikita', 'Amari', 'Reese', 'Jaiden', 'Arrow', 'Kris', 'River', 'London', 'Dominique', 'Devyn', 'Channing', 'Rene', 'Kodi', 'Reilly', 'Sky', 'Briar', 'Ali', 'Shay', 'Ocean', 'Jaydin', 'Bowie', 'Emory', 'Lennox', 'Arden'] NV Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 815.0 612.0 203.0 0.142256 1427.0 35.0 44.0 79.0 Quinn 229.0 203.0 26.0 0.060185 432.0 39.0 35.0 74.0 Justice 124.0 132.0 8.0 0.031250 256.0 40.0 32.0 72.0 Charlie 122.0 165.0 43.0 0.149826 287.0 34.0 34.0 68.0 Jessie 186.0 278.0 92.0 0.198276 464.0 31.0 36.5 67.5 Unknown 78.0 89.0 11.0 0.065868 167.0 38.0 26.0 64.0 Skyler 198.0 386.0 188.0 0.321918 584.0 21.0 38.0 59.0 Dakota 266.0 572.0 306.0 0.365155 838.0 18.0 41.0 59.0 Emerson 71.0 52.0 19.0 0.154472 123.0 33.0 25.0 58.0 Jaime 198.0 415.0 217.0 0.353997 613.0 19.0 39.0 58.0 the top 100 suggested highly gender nuetral names in NV are ['Riley', 'Quinn', 'Justice', 'Charlie', 'Jessie', 'Unknown', 'Skyler', 'Dakota', 'Emerson', 'Jaime', 'Harley', 'Devyn', 'Elisha', 'Austyn', 'Peyton', 'River', 'Casey', 'Lennox', 'Dusty', 'Avery', 'Rowan', 'Baby', 'Milan', 'Kerry', 'Pat', 'Reese', 'Remy', 'Payton', 'Darian', 'Ocean', 'Jael', 'Lennon', 'Armani', 'Kasey', 'Phoenix', 'Shiloh', 'Amari', 'Jaylin', 'Frankie', 'Reign', 'Blair', 'Kalani', 'Jaeden', 'Marion'] TX Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jackie 8233.0 7933.0 300.0 0.018557 16166.0 299.0 320.0 619.0 Francis 3655.0 3683.0 28.0 0.003816 7338.0 312.0 306.0 618.0 Skyler 2026.0 2064.0 38.0 0.009291 4090.0 309.0 293.0 602.0 Infant 3085.0 3349.0 264.0 0.041032 6434.0 290.0 301.0 591.0 Harley 2417.0 2273.0 144.0 0.030704 4690.0 294.0 296.0 590.0 Pat 2547.0 2744.0 197.0 0.037233 5291.0 291.0 298.0 589.0 Frankie 4247.0 3760.0 487.0 0.060822 8007.0 276.0 310.0 586.0 Justice 1281.0 1237.0 44.0 0.017474 2518.0 303.0 283.0 586.0 Tommie 4007.0 3526.0 481.0 0.063852 7533.0 275.0 308.0 583.0 Riley 7595.0 6337.0 1258.0 0.090296 13932.0 258.0 317.0 575.0 the top 100 suggested highly gender nuetral names in TX are ['Jackie', 'Francis', 'Skyler', 'Infant', 'Harley', 'Pat', 'Frankie', 'Justice', 'Tommie', 'Riley', 'Emory', 'Johnnie', 'Armani', 'Jessie', 'Marion', 'Lynn', 'Stevie', 'Nieves', 'Ivory', 'Trinidad', 'Landry', 'Unknown', 'Guadalupe', 'Claudie', 'Baby', 'Quinn', 'Lennon', 'Sammie', 'Devyn', 'Gentry', 'Sutton', 'Kamdyn', 'Peyton', 'Austyn', 'Amari', 'Casey', 'Loren', 'Reilly', 'Jael', 'Elisha', 'Dominque', 'Rian', 'Brighton', 'Palmer', 'Christan', 'Rowan', 'Dominique', 'Emerson', 'Jaylin', 'Ricki', 'Unnamed', 'Natividad', 'Tristyn', 'Briar', 'Azariah', 'Oakley', 'Kylin', 'Kamari', 'Karsen', 'Campbell', 'Kylar', 'Krishna', 'Montana', 'Willie', 'Salome', 'Ryley', 'Phoenix', 'Jody', 'Remy', 'Laramie', 'Channing', 'Taylen', 'Jaidyn', 'Lupe', 'Codie', 'Ocean', 'Camdyn', 'Sage', 'Payton', 'Jules', 'Linden', 'Iran', 'Burnice', 'Alva', 'Ridley', 'Jaedyn', 'Ollie', 'Taylor', 'Carey', 'Milan', 'Leighton', 'Rebel', 'Infantof', 'Raleigh', 'Shea', 'Dakota', 'Oluwanifemi', 'Erie', 'Anay', 'Kiran'] TN Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 5226.0 4860.0 366.0 0.036288 10086.0 119.0 129.0 248.0 Riley 2548.0 2406.0 142.0 0.028664 4954.0 121.0 121.0 242.0 Marion 2027.0 2026.0 1.0 0.000247 4053.0 125.0 115.0 240.0 Johnnie 2962.0 3480.0 518.0 0.080410 6442.0 109.0 122.0 231.0 Justice 420.0 427.0 7.0 0.008264 847.0 124.0 93.0 217.0 Casey 1940.0 2456.0 516.0 0.117379 4396.0 95.0 119.0 214.0 Lynn 1277.0 1566.0 289.0 0.101653 2843.0 101.0 112.0 213.0 Unknown 671.0 566.0 105.0 0.084883 1237.0 107.0 99.0 206.0 Harley 913.0 1162.0 249.0 0.120000 2075.0 94.0 107.0 201.0 Elisha 354.0 311.0 43.0 0.064662 665.0 112.0 88.0 200.0 the top 100 suggested highly gender nuetral names in TN are ['Jessie', 'Riley', 'Marion', 'Johnnie', 'Justice', 'Casey', 'Lynn', 'Unknown', 'Harley', 'Elisha', 'Ali', 'Peyton', 'Avery', 'Pat', 'Amari', 'Emerson', 'Francis', 'Tommie', 'Dorris', 'Ivory', 'Kirby', 'Frankie', 'Kendall', 'Kristian', 'Palmer', 'Willie', 'Quinn', 'Payton', 'Leslie', 'Aubrey', 'Lennon', 'Remy', 'Emory', 'Sherrill', 'Kamari', 'Jackie', 'Armani', 'Rhea', 'Codie', 'Rowan', 'Dominique', 'Andra', 'Ramsey', 'Tracy', 'Jamie', 'Finley', 'Channing', 'Dee', 'Skyler', 'Taylor', 'Jaedyn', 'Ashton', 'Sutton', 'Angel', 'Gale', 'Billie', 'Devyn', 'Mikah', 'Aubry', 'Sammie', 'Montie', 'Brighton', 'Landry', 'Jordan', 'Austyn', 'Carey', 'Shannon', 'Campbell', 'Everest', 'Mackie', 'Rebel', 'Jammie', 'Jaylin', 'Cortney', 'Crimson', 'Sage', 'Phoenix', 'Ollie', 'Infant', 'Charleston', 'Claudie', 'Jody', 'Skylar', 'Reese', 'Beryl', 'Charley', 'Earlie', 'Kodi', 'Artis', 'Ardell', 'Camari', 'Reilly', 'Raleigh', 'Kerry', 'Maxie', 'Jaidyn', 'Darian', 'Ryley', 'Marlo', 'Alva'] AZ Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 2121.0 1612.0 509.0 0.136351 3733.0 68.0 79.0 147.0 Notnamed 642.0 721.0 79.0 0.057960 1363.0 75.0 70.0 145.0 Quinn 668.0 530.0 138.0 0.115192 1198.0 70.0 66.0 136.0 Justice 268.0 279.0 11.0 0.020110 547.0 78.0 56.0 134.0 Harley 474.0 358.0 116.0 0.139423 832.0 67.0 64.0 131.0 Jessie 1476.0 917.0 559.0 0.233598 2393.0 57.0 73.0 130.0 Dakota 697.0 1187.0 490.0 0.260085 1884.0 52.0 71.0 123.0 Charley 129.0 140.0 11.0 0.040892 269.0 77.0 44.0 121.0 Pat 294.0 197.0 97.0 0.197556 491.0 60.0 53.0 113.0 Elisha 140.0 108.0 32.0 0.129032 248.0 69.0 43.0 112.0 the top 100 suggested highly gender nuetral names in AZ are ['Riley', 'Notnamed', 'Quinn', 'Justice', 'Harley', 'Jessie', 'Dakota', 'Charley', 'Pat', 'Elisha', 'Rowan', 'Emerson', 'Lennon', 'Kerry', 'Milan', 'Trinidad', 'Marion', 'Santana', 'Remy', 'Casey', 'Devyn', 'Amari', 'Jordan', 'Rian', 'Sage', 'Skylar', 'Peyton', 'Oakley', 'Sidney', 'Finley', 'Terry', 'Taylor', 'Avery', 'Jaime', 'Jackie', 'Palmer', 'Jaiden', 'Kamdyn', 'Kodi', 'Everest', 'Austyn', 'Kris', 'Phoenix', 'Hayden', 'Osiris', 'Remington', 'Rio', 'Leighton', 'Kasey', 'Jody', 'Azariah', 'Dusty', 'Skyler', 'Emery', 'Ryley', 'Bellamy', 'Scottie', 'Dominique', 'Landry', 'Kyrie', 'Reign', 'Lennox', 'River', 'Emory', 'Lyric', 'Devan', 'Brighton', 'Aven', 'Unknown', 'Britton', 'Reilly', 'Jourdan', 'Mykel', 'Camdyn', 'Tommie', 'Shay', 'Haiden', 'Gale', 'Sky', 'Teegan', 'Kamari'] MN Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 2899.0 2792.0 107.0 0.018802 5691.0 84.0 85.0 169.0 Kerry 976.0 924.0 52.0 0.027368 1900.0 83.0 77.0 160.0 Angel 984.0 914.0 70.0 0.036881 1898.0 81.0 76.0 157.0 Quinn 1128.0 913.0 215.0 0.105341 2041.0 70.0 78.0 148.0 Peyton 1371.0 959.0 412.0 0.176824 2330.0 61.0 80.0 141.0 Pat 772.0 571.0 201.0 0.149665 1343.0 64.0 72.0 136.0 Justice 187.0 202.0 15.0 0.038560 389.0 80.0 55.0 135.0 Finley 427.0 344.0 83.0 0.107652 771.0 68.0 65.0 133.0 Emery 323.0 263.0 60.0 0.102389 586.0 71.0 61.0 132.0 Leighton 182.0 208.0 26.0 0.066667 390.0 75.0 56.0 131.0 the top 100 suggested highly gender nuetral names in MN are ['Leslie', 'Kerry', 'Angel', 'Quinn', 'Peyton', 'Pat', 'Justice', 'Finley', 'Emery', 'Leighton', 'Ali', 'Emerson', 'Devyn', 'Gale', 'Lennon', 'Laverne', 'Jamie', 'Riley', 'Taylor', 'Skyler', 'Luverne', 'Blair', 'Casey', 'Shea', 'Amari', 'Reese', 'Darby', 'Kris', 'Rowan', 'Unknown', 'Elisha', 'Azariah', 'Sidney', 'Jaiden', 'Darian', 'Payton', 'River', 'Sage', 'Tenzin', 'Reilly', 'Dana', 'Kao', 'Sutton', 'Bellamy', 'Avery', 'Seng', 'Jaydin', 'Dakotah', 'Baby', 'Marlo', 'Dakota', 'Hayden', 'Shay', 'Oakley', 'Landry', 'Ardell', 'Salem', 'Hartley', 'Kasey', 'Carey', 'Jaylin', 'Lennox', 'Ramsey', 'Jessy', 'Phoenix', 'Briar', 'Dominique', 'Jayme', 'Amen', 'Teegan', 'Remy', 'Marlowe', 'Shiloh', 'Carrol', 'Cedar', 'Monroe', 'Camdyn', 'Ryley', 'Shoua', 'Carsyn', 'Reign', 'Emory', 'Austyn', 'Celestine', 'Sky', 'Chee', 'Rylin'] WA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jaime 1031.0 987.0 44.0 0.021804 2018.0 88.0 82.0 170.0 Quinn 985.0 1117.0 132.0 0.062797 2102.0 82.0 84.0 166.0 Kerry 993.0 881.0 112.0 0.059765 1874.0 84.0 80.0 164.0 Emerson 433.0 405.0 28.0 0.033413 838.0 86.0 67.0 153.0 Pat 1121.0 854.0 267.0 0.135190 1975.0 70.0 81.0 151.0 Kris 455.0 397.0 58.0 0.068075 852.0 81.0 68.0 149.0 Gale 253.0 256.0 3.0 0.005894 509.0 90.0 59.0 149.0 Blair 213.0 212.0 1.0 0.002353 425.0 91.0 57.0 148.0 Riley 2283.0 3547.0 1264.0 0.216810 5830.0 55.0 91.0 146.0 Skylar 767.0 582.0 185.0 0.137139 1349.0 69.0 77.0 146.0 the top 100 suggested highly gender nuetral names in WA are ['Jaime', 'Quinn', 'Kerry', 'Emerson', 'Pat', 'Kris', 'Gale', 'Blair', 'Riley', 'Skylar', 'Sage', 'Finley', 'Elisha', 'Taylor', 'Shea', 'Kasey', 'Sidney', 'Peyton', 'Justice', 'Carey', 'Amari', 'Sky', 'Rowan', 'Frankie', 'Reilly', 'Devyn', 'Payton', 'Lennon', 'Val', 'Dominique', 'Arden', 'Dakota', 'Palmer', 'Harley', 'Rene', 'Kelly', 'Teegan', 'River', 'Oakley', 'Avery', 'Leslie', 'Angel', 'Reese', 'Charlie', 'Darian', 'Jessie', 'Remy', 'Shay', 'Trystin', 'Ali', 'Aven', 'Dana', 'Baby', 'Indiana', 'Unknown', 'Unnamed', 'Rian', 'Phoenix', 'Ridley', 'Noel', 'Infant', 'Lennox', 'Camdyn', 'Nikita', 'Murphy', 'Gerry', 'Amen', 'Jaiden', 'Austyn', 'Ocean', 'Kelby', 'Eastyn', 'Lyric', 'Emery', 'Campbell', 'Landry', 'Laverne', 'Finnley', 'Leighton', 'Salem', 'Haiden', 'Tai', 'Yael', 'Timber', 'Ricki', 'Linden', 'Codie', 'Nakia', 'Dusty', 'Briar', 'Jadin', 'Reign', 'Domonique', 'Haidyn'] WV Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 1701.0 1585.0 116.0 0.035301 3286.0 43.0 48.0 91.0 Marion 981.0 838.0 143.0 0.078615 1819.0 36.0 43.0 79.0 Casey 625.0 795.0 170.0 0.119718 1420.0 33.0 42.0 75.0 Peyton 601.0 514.0 87.0 0.078027 1115.0 37.0 38.0 75.0 Jody 450.0 409.0 41.0 0.047730 859.0 39.0 34.0 73.0 Merle 166.0 174.0 8.0 0.023529 340.0 45.0 27.0 72.0 Pat 226.0 209.0 17.0 0.039080 435.0 42.0 30.0 72.0 Riley 675.0 500.0 175.0 0.148936 1175.0 29.0 40.0 69.0 Dana 962.0 1461.0 499.0 0.205943 2423.0 25.0 44.0 69.0 Jessie 1774.0 1062.0 712.0 0.251058 2836.0 22.0 46.0 68.0 the top 100 suggested highly gender nuetral names in WV are ['Leslie', 'Marion', 'Casey', 'Peyton', 'Jody', 'Merle', 'Pat', 'Riley', 'Dana', 'Jessie', 'Finley', 'Frankie', 'Jamie', 'Carrol', 'Jaiden', 'Kerry', 'Skyler', 'Kris', 'Paris', 'Jordan', 'Bobbie', 'Avery', 'Tracy', 'Murl', 'Lennon', 'Theo', 'Rowan', 'Ashton', 'Jaden', 'Oakley', 'Justice', 'Aubrey', 'Lynn', 'Darian', 'Sutton', 'Camdyn', 'Emerson', 'Dominique', 'Payton', 'Lyric', 'Blair', 'Sheridan', 'Gale', 'Augustine', 'Reese', 'Kenna', 'Rowen', 'Sage', 'Jaylen'] NC Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jackie 3774.0 3981.0 207.0 0.026692 7755.0 140.0 149.0 289.0 Casey 2874.0 2598.0 276.0 0.050439 5472.0 135.0 143.0 278.0 Angel 3770.0 3300.0 470.0 0.066478 7070.0 130.0 148.0 278.0 Frankie 1845.0 1936.0 91.0 0.024068 3781.0 141.0 137.0 278.0 Jessie 6950.0 5743.0 1207.0 0.095092 12693.0 121.0 153.0 274.0 Marion 3382.0 2793.0 589.0 0.095385 6175.0 120.0 145.0 265.0 Dominique 991.0 1121.0 130.0 0.061553 2112.0 131.0 130.0 261.0 Skyler 970.0 858.0 112.0 0.061269 1828.0 132.0 128.0 260.0 Avery 4006.0 2944.0 1062.0 0.152806 6950.0 104.0 147.0 251.0 Harley 1048.0 1288.0 240.0 0.102740 2336.0 118.0 131.0 249.0 the top 100 suggested highly gender nuetral names in NC are ['Jackie', 'Casey', 'Angel', 'Frankie', 'Jessie', 'Marion', 'Dominique', 'Skyler', 'Avery', 'Harley', 'Quinn', 'Riley', 'Jamie', 'Emory', 'Unknown', 'Finley', 'Mckinley', 'Justice', 'Jaime', 'Landry', 'Devyn', 'Peyton', 'Domonique', 'Maxie', 'Ivey', 'Austyn', 'Kris', 'Milan', 'Emerson', 'Kendall', 'Robbie', 'Aven', 'Charley', 'Rene', 'Jonnie', 'Reilly', 'Jaidyn', 'Jordan', 'Stacy', 'Elisha', 'Sandy', 'Rowan', 'Lynn', 'Jalyn', 'Amari', 'Dominque', 'Kerry', 'Karsen', 'Rossie', 'Tracy', 'Lennon', 'Leslie', 'Delma', 'Phoenix', 'Sage', 'Kristian', 'Jammie', 'Ivory', 'Erie', 'Camdyn', 'Ashton', 'Aubrey', 'Santana', 'Campbell', 'Antonia', 'Ryley', 'Billie', 'Khali', 'Lannie', 'Oakley', 'Francis', 'Remy', 'Honor', 'Jaylyn', 'Baylor', 'Hayden', 'Carlie', 'Nyjah', 'Ali', 'Kamdyn', 'Dossie', 'Teegan', 'Bernell', 'Ocean', 'Shamari', 'Hiawatha', 'Lavon', 'Andra', 'Sutton', 'Jael', 'Dakota', 'Augustine', 'Lashawn', 'Dwan', 'River', 'Lennie', 'Cleo', 'Zakaria', 'Kaydin', 'Arrow'] MO Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Casey 1871.0 2102.0 231.0 0.058142 3973.0 106.0 108.0 214.0 Riley 2680.0 2303.0 377.0 0.075657 4983.0 102.0 111.0 213.0 Marion 2304.0 2686.0 382.0 0.076553 4990.0 101.0 112.0 213.0 Cleo 689.0 584.0 105.0 0.082482 1273.0 99.0 95.0 194.0 Kendall 1086.0 902.0 184.0 0.092555 1988.0 92.0 100.0 192.0 Peyton 1945.0 1401.0 544.0 0.162582 3346.0 83.0 107.0 190.0 Kerry 959.0 1330.0 371.0 0.162080 2289.0 84.0 104.0 188.0 Kris 219.0 234.0 15.0 0.033113 453.0 110.0 75.0 185.0 Leslie 5147.0 3386.0 1761.0 0.206375 8533.0 68.0 116.0 184.0 Jackie 2474.0 3805.0 1331.0 0.211976 6279.0 67.0 115.0 182.0 the top 100 suggested highly gender nuetral names in MO are ['Casey', 'Riley', 'Marion', 'Cleo', 'Kendall', 'Peyton', 'Kerry', 'Kris', 'Leslie', 'Jackie', 'Dominique', 'Gale', 'Frankie', 'Quinn', 'Ali', 'Landry', 'Sutton', 'Jody', 'Justice', 'Lennon', 'Bobbie', 'Amari', 'Elisha', 'Carey', 'Unknown', 'Remy', 'Jessie', 'Tory', 'Devyn', 'Oakley', 'Sage', 'Gentry', 'Rowan', 'Emerson', 'Aven', 'Jaiden', 'Billie', 'Harley', 'Emery', 'Payton', 'Phoenix', 'Lavern', 'Jordan', 'Austyn', 'Skyler', 'Ashton', 'Finley', 'Jaylin', 'Lynn', 'Merle', 'Milan', 'Montana', 'Baby', 'Stevie', 'Carrol', 'Ricki', 'Golden', 'Germaine', 'Tru', 'Lorin', 'Lakin', 'Larue', 'Kaedyn', 'River', 'Ryley', 'Pat', 'Gerry', 'Avery', 'Emory', 'Kodi', 'Aries', 'Amori', 'Blayke', 'Kymani', 'Sidney', 'Andra', 'Braylin', 'Palmer', 'Ollie', 'Darian', 'Laken', 'Ora', 'Payson', 'Reece', 'Armani', 'Kamari', 'Garnett', 'Mikah', 'Raleigh', 'Santana', 'Lennox', 'Briar', 'Camdyn', 'Monroe', 'Kristian', 'Leighton', 'Beryl', 'Ashten', 'Bellamy', 'Jaydin'] AL Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 7311.0 7423.0 112.0 0.007601 14734.0 116.0 122.0 238.0 Frankie 1640.0 1489.0 151.0 0.048258 3129.0 111.0 106.0 217.0 Marion 2365.0 2719.0 354.0 0.069630 5084.0 106.0 111.0 217.0 Johnnie 5927.0 7416.0 1489.0 0.111594 13343.0 95.0 121.0 216.0 Peyton 1452.0 1342.0 110.0 0.039370 2794.0 113.0 102.0 215.0 Francis 1060.0 1173.0 113.0 0.050605 2233.0 109.0 100.0 209.0 Casey 1406.0 1668.0 262.0 0.085231 3074.0 103.0 105.0 208.0 Jackie 2503.0 3231.0 728.0 0.126962 5734.0 93.0 113.0 206.0 Kendall 1147.0 1021.0 126.0 0.058118 2168.0 107.0 99.0 206.0 Aubrey 1734.0 2138.0 404.0 0.104339 3872.0 96.0 109.0 205.0 the top 100 suggested highly gender nuetral names in AL are ['Jessie', 'Frankie', 'Marion', 'Johnnie', 'Peyton', 'Francis', 'Casey', 'Jackie', 'Kendall', 'Aubrey', 'Riley', 'Unknown', 'Mckinley', 'Odell', 'Kendal', 'Justice', 'Leslie', 'Amari', 'Dannie', 'Dominique', 'Harley', 'Jamie', 'Pat', 'Quinn', 'Taylor', 'Kristian', 'Emory', 'Avery', 'Jordan', 'Sutton', 'Cleo', 'Montez', 'Ollie', 'Emerson', 'Oakley', 'Skyler', 'Lynn', 'Antonia', 'Phoenix', 'Tommie', 'Claudie', 'Devyn', 'Osie', 'Dee', 'Reese', 'Payton', 'Kris', 'Rowan', 'Ocie', 'Billie', 'Shannon', 'Odie', 'Campbell', 'Maxie', 'Kamari', 'Willie', 'Ali', 'Jaidyn', 'Cortney', 'Ashton', 'Ozzie', 'Jimmie', 'August', 'Sandy', 'Raleigh', 'Verner', 'Zyan', 'Chesley', 'Greer', 'Andra', 'Tracy', 'Ari', 'Jonnie', 'Hayden', 'Sage', 'Haiden', 'Kadyn', 'Milan', 'Skylar', 'Zion', 'Ryley', 'Noa', 'Lennox', 'Alva', 'Jammie', 'Finley', 'Austyn', 'Ivory', 'Jaedyn', 'Elisha', 'Landry', 'Armani', 'Crimson', 'Earlie', 'Lennon', 'Kenyatta', 'Carmon', 'Jaylin', 'Kaidyn', 'Darian'] VA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 3059.0 3028.0 31.0 0.005093 6087.0 110.0 112.0 222.0 Dominique 1164.0 1131.0 33.0 0.014379 2295.0 107.0 101.0 208.0 Emerson 660.0 659.0 1.0 0.000758 1319.0 111.0 95.0 206.0 Aubrey 2341.0 2665.0 324.0 0.064722 5006.0 96.0 110.0 206.0 Kerry 730.0 711.0 19.0 0.013185 1441.0 108.0 97.0 205.0 Skyler 713.0 665.0 48.0 0.034833 1378.0 100.0 96.0 196.0 Jody 591.0 551.0 40.0 0.035026 1142.0 99.0 91.0 190.0 Jackie 1858.0 2414.0 556.0 0.130150 4272.0 81.0 105.0 186.0 Casey 2562.0 1845.0 717.0 0.162696 4407.0 76.0 106.0 182.0 Baby 395.0 462.0 67.0 0.078180 857.0 94.0 87.0 181.0 the top 100 suggested highly gender nuetral names in VA are ['Jessie', 'Dominique', 'Emerson', 'Aubrey', 'Kerry', 'Skyler', 'Jody', 'Jackie', 'Casey', 'Baby', 'Peyton', 'Quinn', 'Angel', 'Riley', 'Harley', 'Justice', 'Carey', 'Jordan', 'Leslie', 'Finley', 'Page', 'Santana', 'Amari', 'Dominque', 'Kris', 'Ivory', 'Rowan', 'Jamie', 'Avery', 'Alva', 'Aven', 'Camdyn', 'Lacy', 'Kendall', 'Mckinley', 'Frankie', 'Ryley', 'Rene', 'Marion', 'Karon', 'Odell', 'Ollie', 'Andra', 'Kadyn', 'Charley', 'Jaidyn', 'Reilly', 'Elisha', 'River', 'Phoenix', 'Devyn', 'Ja', 'Schuyler', 'Golden', 'Jaime', 'Lennon', 'Unknown', 'Carrington', 'Terry', 'Amen', 'Samari', 'Adler', 'Gracen', 'Britt', 'Campbell', 'Lynn', 'Briar', 'Merritt', 'Bobbie', 'Jaylin', 'Rory', 'Blair', 'Sage', 'Emery', 'Sherron', 'Burnell', 'Claudie', 'Kenyatta', 'Azariah', 'Loren', 'Pat', 'Cary', 'Milan', 'Berkley', 'Sutton', 'Noel', 'Kiran', 'Merle', 'Murphy', 'Lindy', 'Cameran', 'Kamari', 'De', 'Dwan', 'Remy', 'Robbie', 'Kamani', 'Leighton', 'Domonique', 'Alexi'] CA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 7993.0 7805.0 188.0 0.011900 15798.0 327.0 336.0 663.0 Quinn 3124.0 3267.0 143.0 0.022375 6391.0 319.0 326.0 645.0 Blair 1149.0 1188.0 39.0 0.016688 2337.0 324.0 309.0 633.0 Kris 1536.0 1690.0 154.0 0.047737 3226.0 305.0 316.5 621.5 Carey 1104.0 969.0 135.0 0.065123 2073.0 299.0 303.0 602.0 Riley 10300.0 8201.0 2099.0 0.113453 18501.0 264.0 338.0 602.0 Akira 516.0 538.0 22.0 0.020873 1054.0 321.0 278.0 599.0 Reilly 396.0 392.0 4.0 0.005076 788.0 330.0 269.0 599.0 Justice 1160.0 1407.0 247.0 0.096221 2567.0 276.0 312.0 588.0 Emerson 1491.0 1841.0 350.0 0.105042 3332.0 269.0 318.0 587.0 the top 100 suggested highly gender nuetral names in CA are ['Jessie', 'Quinn', 'Blair', 'Kris', 'Carey', 'Riley', 'Akira', 'Reilly', 'Justice', 'Emerson', 'Shea', 'Amari', 'Britt', 'Osiris', 'Milan', 'Azariah', 'Anay', 'Sky', 'Charley', 'Harley', 'Dakota', 'Kerry', 'Devyn', 'Leighton', 'Shay', 'Salem', 'Jael', 'Campbell', 'Ryley', 'Sage', 'Ocean', 'Arin', 'Elisha', 'Unknown', 'Krishna', 'Sidney', 'Remy', 'Finley', 'Baby', 'Karan', 'Torrey', 'Harpreet', 'Kiran', 'Allyn', 'Trinidad', 'Aries', 'Indiana', 'Isa', 'Iran', 'Tory', 'Jaylin', 'Channing', 'Torey', 'Phoenix', 'An', 'Sunny', 'Austyn', 'Dusty', 'Rio', 'Casey', 'Rowan', 'Skyler', 'Hoa', 'Yael', 'Seneca', 'Samar', 'Emory', 'Chee', 'Kodi', 'Jessi', 'Yee', 'Arden', 'Sutton', 'Kyrie', 'Jazz', 'Alexis', 'Ricci', 'Amrit', 'Amandeep', 'Merle', 'Codie', 'Pat', 'Kaidyn', 'Mandeep', 'Shiloh', 'Bowie', 'Lennon', 'Dakotah', 'Kylin', 'Jourdan', 'Kendell', 'Rooney', 'Ying', 'Tam', 'Michel', 'Kalin', 'Finnley', 'Kimani', 'Kamari', 'Monroe'] CT Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Terry 829.0 1015.0 186.0 0.100868 1844.0 29.0 33.0 62.0 Casey 1052.0 736.0 316.0 0.176734 1788.0 25.0 32.0 57.0 Dakota 268.0 285.0 17.0 0.030741 553.0 33.0 23.0 56.0 Quinn 349.0 485.0 136.0 0.163070 834.0 26.0 26.0 52.0 Pat 140.0 125.0 15.0 0.056604 265.0 32.0 19.0 51.0 Riley 1340.0 636.0 704.0 0.356275 1976.0 13.0 34.0 47.0 Lee 755.0 1649.0 894.0 0.371880 2404.0 11.0 35.0 46.0 Kris 88.0 108.0 20.0 0.102041 196.0 28.0 17.0 45.0 Jaime 880.0 443.0 437.0 0.330310 1323.0 15.0 29.0 44.0 Skyler 201.0 129.0 72.0 0.218182 330.0 23.0 21.0 44.0 the top 100 suggested highly gender nuetral names in CT are ['Terry', 'Casey', 'Dakota', 'Quinn', 'Pat', 'Riley', 'Lee', 'Kris', 'Jaime', 'Skyler', 'Milan', 'Dale', 'Carmen', 'Rowan', 'Dana', 'Jan', 'Ryley', 'Reign', 'Lane', 'Jamie', 'Jaidyn', 'Baby', 'Armani', 'Nicola', 'Jael', 'Phoenix', 'Loren', 'Devon', 'River', 'Hayden', 'Emerson', 'Peyton', 'Amari', 'Jaylin', 'Finley', 'Blair', 'Lexus'] AK Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Riley 281.0 372.0 91.0 0.139357 653.0 15.0 18.0 33.0 Taylor 697.0 382.0 315.0 0.291937 1079.0 11.0 19.0 30.0 Finley 26.0 26.0 0.0 0.000000 52.0 19.0 10.0 29.0 Sage 74.0 42.0 32.0 0.275862 116.0 12.0 12.0 24.0 Rory 13.0 11.0 2.0 0.083333 24.0 16.0 8.0 24.0 Darian 12.0 11.0 1.0 0.043478 23.0 17.0 7.0 24.0 Jordan 387.0 864.0 477.0 0.381295 1251.0 4.0 20.0 24.0 Avery 257.0 128.0 129.0 0.335065 385.0 7.0 16.0 23.0 Quinn 54.0 99.0 45.0 0.294118 153.0 9.5 13.0 22.5 Harley 17.0 26.0 9.0 0.209302 43.0 13.0 9.0 22.0 the top 100 suggested highly gender nuetral names in AK are ['Riley', 'Taylor', 'Finley', 'Sage', 'Rory', 'Darian', 'Jordan', 'Avery', 'Quinn', 'Harley', 'Carlie', 'Elisha', 'Casey', 'Emerson', 'River', 'Dakota', 'Peyton', 'Remington', 'Phoenix', 'Reese'] ND Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kelly 1276.0 1110.0 166.0 0.069573 2386.0 28.0 31.0 59.0 Jamie 803.0 557.0 246.0 0.180882 1360.0 22.0 27.0 49.0 Kerry 177.0 205.0 28.0 0.073298 382.0 27.0 22.0 49.0 Dana 406.0 315.0 91.0 0.126214 721.0 24.0 24.0 48.0 Lynn 573.0 902.0 329.0 0.223051 1475.0 20.0 28.0 48.0 Peyton 273.0 192.0 81.0 0.174194 465.0 23.0 23.0 46.0 Pat 120.0 96.0 24.0 0.111111 216.0 26.0 19.0 45.0 Taylor 1130.0 589.0 541.0 0.314718 1719.0 13.0 30.0 43.0 Kim 787.0 401.0 386.0 0.324916 1188.0 12.0 26.0 38.0 Leslie 493.0 1106.0 613.0 0.383365 1599.0 8.0 29.0 37.0 the top 100 suggested highly gender nuetral names in ND are ['Kelly', 'Jamie', 'Kerry', 'Dana', 'Lynn', 'Peyton', 'Pat', 'Taylor', 'Kim', 'Leslie', 'Oakley', 'Payton', 'Emerson', 'Reese', 'Kris', 'Rene', 'Lennox', 'Charlie', 'Riley', 'Kasey', 'Jayme', 'Rowan', 'Finley', 'Quinn', 'Dakota', 'Sage', 'Kendall', 'Remington', 'Darian', 'Blair', 'Sutton'] VT Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 304.0 292.0 12.0 0.020134 596.0 13.0 10.0 23.0 Jamie 433.0 288.0 145.0 0.201110 721.0 8.0 12.0 20.0 Riley 221.0 289.0 68.0 0.133333 510.0 11.0 9.0 20.0 Casey 196.0 277.0 81.0 0.171247 473.0 9.0 8.0 17.0 Avery 199.0 132.0 67.0 0.202417 331.0 7.0 7.0 14.0 Skylar 29.0 21.0 8.0 0.160000 50.0 10.0 4.0 14.0 Taylor 645.0 293.0 352.0 0.375267 938.0 1.0 13.0 14.0 Terry 215.0 447.0 232.0 0.350453 662.0 3.0 11.0 14.0 Emerson 18.0 16.0 2.0 0.058824 34.0 12.0 1.0 13.0 Quinn 69.0 113.0 44.0 0.241758 182.0 6.0 5.0 11.0 the top 100 suggested highly gender nuetral names in VT are ['Leslie', 'Jamie', 'Riley', 'Casey', 'Avery', 'Skylar', 'Taylor', 'Terry', 'Emerson', 'Quinn', 'Harley', 'Jody', 'Finley'] MI Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Clare 1055.0 1054.0 1.0 0.000474 2109.0 118.0 109.0 227.0 Laverne 942.0 950.0 8.0 0.004228 1892.0 117.0 106.0 223.0 Gale 960.0 902.0 58.0 0.031149 1862.0 113.0 105.0 218.0 Emerson 820.0 859.0 39.0 0.023228 1679.0 115.0 101.0 216.0 Kerry 2075.0 1789.0 286.0 0.074017 3864.0 101.0 115.0 216.0 Kris 904.0 802.0 102.0 0.059789 1706.0 105.0 103.0 208.0 Riley 4150.0 2790.0 1360.0 0.195965 6940.0 82.0 122.0 204.0 Skyler 868.0 1040.0 172.0 0.090147 1908.0 96.0 107.0 203.0 Casey 2412.0 3705.0 1293.0 0.211378 6117.0 79.0 120.0 199.0 Quinn 1374.0 1082.0 292.0 0.118893 2456.0 89.0 110.0 199.0 the top 100 suggested highly gender nuetral names in MI are ['Clare', 'Laverne', 'Gale', 'Emerson', 'Kerry', 'Kris', 'Riley', 'Skyler', 'Casey', 'Quinn', 'Emery', 'Finley', 'Leslie', 'Baby', 'Unknown', 'Amari', 'Justice', 'Carey', 'Devyn', 'Armani', 'Jessie', 'Lennon', 'Rowan', 'Blair', 'Santana', 'Phoenix', 'Peyton', 'Avery', 'Jaedyn', 'Dusty', 'Elisha', 'Stevie', 'Rian', 'Milan', 'Val', 'Kenyatta', 'Oakley', 'Ryley', 'Pat', 'Dominique', 'Kendall', 'Harley', 'Noel', 'River', 'Larkin', 'Kai', 'Frankie', 'Ashten', 'Dakota', 'Tylar', 'Reese', 'Aris', 'Sage', 'Ricki', 'Ollie', 'Aven', 'Arion', 'Tru', 'Shea', 'Karon', 'Codi', 'Hartley', 'Shomari', 'Lennox', 'Angel', 'Mikah', 'Rene', 'Remy', 'Reilly', 'Linden', 'Carsyn', 'Lavon', 'Jaidyn', 'Sidney', 'Palmer', 'Monroe', 'Jaiden', 'Paris', 'Gerry', 'Zion', 'Guadalupe', 'Marlow', 'Jule', 'Robbie', 'Darian', 'Briar', 'Denver', 'Arie', 'Devan', 'Azariah', 'Leighton', 'Parris', 'Micaiah', 'Lorin', 'Dominque', 'Allyn', 'Tramaine', 'Finnley', 'Tai', 'Jaylyn'] NE Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Leslie 1425.0 1406.0 19.0 0.006711 2831.0 53.0 51.0 104.0 Lynn 1288.0 1128.0 160.0 0.066225 2416.0 49.0 50.0 99.0 Marion 808.0 693.0 115.0 0.076616 1501.0 47.0 47.0 94.0 Laverne 404.0 416.0 12.0 0.014634 820.0 52.0 41.0 93.0 Peyton 505.0 421.0 84.0 0.090713 926.0 46.0 44.0 90.0 Riley 702.0 1088.0 386.0 0.215642 1790.0 33.0 49.0 82.0 Kerry 482.0 351.0 131.0 0.157263 833.0 39.0 42.0 81.0 Sidney 223.0 305.0 82.0 0.155303 528.0 40.0 34.0 74.0 Dana 1007.0 568.0 439.0 0.278730 1575.0 25.0 48.0 73.0 Rowan 116.0 150.0 34.0 0.127820 266.0 42.0 29.0 71.0 the top 100 suggested highly gender nuetral names in NE are ['Leslie', 'Lynn', 'Marion', 'Laverne', 'Peyton', 'Riley', 'Kerry', 'Sidney', 'Dana', 'Rowan', 'Fay', 'Angel', 'Taylor', 'Skyler', 'Jordan', 'Jaiden', 'Justice', 'Oakley', 'Quinn', 'Pat', 'Shea', 'Charley', 'Marlyn', 'Baylor', 'Payton', 'Sutton', 'Dakota', 'Gayle', 'Brook', 'Charlie', 'Lennox', 'Ali', 'Kasey', 'Kendall', 'Phoenix', 'Finnley', 'Billie', 'Sage', 'Harley', 'Emerson', 'Sawyer', 'Dominique', 'Amari', 'Tegan', 'River', 'Ora', 'Leighton', 'Baby', 'Finley', 'Austyn', 'Kris', 'Remy', 'Briar'] KY Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Casey 1675.0 1842.0 167.0 0.047484 3517.0 99.0 97.0 196.0 Jessie 3690.0 3144.0 546.0 0.079895 6834.0 92.0 100.0 192.0 Peyton 1595.0 1373.0 222.0 0.074798 2968.0 94.0 93.0 187.0 Leslie 4543.0 3382.0 1161.0 0.146498 7925.0 79.0 104.0 183.0 Robbie 607.0 657.0 50.0 0.039557 1264.0 100.0 83.0 183.0 Riley 1742.0 1366.0 376.0 0.120978 3108.0 84.0 95.0 179.0 Justice 305.0 287.0 18.0 0.030405 592.0 101.0 71.0 172.0 Mckinley 245.0 219.0 26.0 0.056034 464.0 98.0 66.0 164.0 Harley 636.0 851.0 215.0 0.144586 1487.0 80.0 84.0 164.0 Emery 343.0 426.0 83.0 0.107932 769.0 87.0 75.0 162.0 the top 100 suggested highly gender nuetral names in KY are ['Casey', 'Jessie', 'Peyton', 'Leslie', 'Robbie', 'Riley', 'Justice', 'Mckinley', 'Harley', 'Emery', 'Frankie', 'Elisha', 'Carey', 'Skyler', 'Amari', 'Unknown', 'Pat', 'Dominique', 'Loren', 'Avery', 'Emerson', 'Jody', 'Kendall', 'Jamie', 'Ollie', 'Kristian', 'Alva', 'Francis', 'Finley', 'Garnett', 'Ashton', 'Gayle', 'Dorris', 'Sherrill', 'Lynn', 'Emory', 'Paris', 'Darian', 'Billie', 'Landry', 'Taylor', 'Vola', 'Jackie', 'Kelly', 'Sage', 'Marion', 'Quinn', 'Gentry', 'Jaiden', 'Baby', 'Kris', 'Devyn', 'Lacy', 'Remy', 'Ali', 'Holland', 'Tegan', 'Jaylan', 'Mikah', 'Phoenix', 'Payton', 'Kamari', 'Haiden', 'Lennon', 'Aubrey', 'Sidney', 'Dorsie', 'Tommie', 'Rudell', 'Rowan', 'Dee', 'Lennox', 'Dusty', 'Jaden', 'Jaedyn', 'Armani', 'Remington', 'River', 'Reese', 'Raylen', 'Gale', 'Royal', 'Sutton', 'Salem', 'Jaylin', 'Carmon', 'Jammie', 'Merle', 'Rory', 'Ova', 'Tatum', 'Estell', 'Gerry', 'Montie', 'Kaidyn', 'Elvie', 'Austyn', 'Lindy', 'Darrian', 'Larkin'] ID Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kelly 1358.0 1440.0 82.0 0.029307 2798.0 42.0 43.0 85.0 Jaime 199.0 191.0 8.0 0.020513 390.0 44.0 30.0 74.0 Peyton 374.0 337.0 37.0 0.052039 711.0 40.0 33.0 73.0 Kim 715.0 553.0 162.0 0.127760 1268.0 34.0 37.0 71.0 Marion 232.0 278.0 46.0 0.090196 510.0 38.0 32.0 70.0 Quinn 186.0 168.0 18.0 0.050847 354.0 41.0 29.0 70.0 Taylor 1742.0 1125.0 617.0 0.215208 2867.0 23.0 44.0 67.0 Skylar 134.0 164.0 30.0 0.100671 298.0 35.0 26.5 61.5 Riley 571.0 939.0 368.0 0.243709 1510.0 21.0 40.0 61.0 Payton 426.0 297.0 129.0 0.178423 723.0 26.0 34.0 60.0 the top 100 suggested highly gender nuetral names in ID are ['Kelly', 'Jaime', 'Peyton', 'Kim', 'Marion', 'Quinn', 'Taylor', 'Skylar', 'Riley', 'Payton', 'Leslie', 'Harley', 'Charlie', 'Finnley', 'Kasey', 'Teagan', 'Austyn', 'Kris', 'Tracy', 'Sidney', 'Jordan', 'Emerson', 'Morgan', 'Remington', 'Dakota', 'River', 'Dee', 'Kacey', 'Lynn', 'Justice', 'Pat', 'Brighton', 'Sutton', 'Rowan', 'Angel', 'Merle', 'Jaiden', 'Remy', 'Laverne', 'Tatum', 'Phoenix', 'Finley', 'Ali', 'Rene', 'Bentlee'] DC Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Kerry 178.0 148.0 30.0 0.092025 326.0 30.0 26.0 56.0 Avery 222.0 162.0 60.0 0.156250 384.0 27.0 28.0 55.0 Casey 119.0 104.0 15.0 0.067265 223.0 32.0 23.0 55.0 Terry 745.0 1276.0 531.0 0.262741 2021.0 20.0 34.0 54.0 Quinn 95.0 124.0 29.0 0.132420 219.0 28.0 22.0 50.0 Angel 718.0 388.0 330.0 0.298373 1106.0 17.0 32.0 49.0 Kendall 171.0 121.0 50.0 0.171233 292.0 25.0 24.0 49.0 Aubrey 119.0 82.0 37.0 0.184080 201.0 24.0 21.0 45.0 Baby 32.0 41.0 9.0 0.123288 73.0 29.0 16.0 45.0 Jordan 487.0 1086.0 599.0 0.380801 1573.0 12.0 33.0 45.0 the top 100 suggested highly gender nuetral names in DC are ['Kerry', 'Avery', 'Casey', 'Terry', 'Quinn', 'Angel', 'Kendall', 'Aubrey', 'Baby', 'Jordan', 'Amari', 'Dominique', 'Loren', 'Logan', 'Emerson', 'Emilie', 'Jaime', 'Dale', 'Chantelle', 'Carey', 'Dallas', 'Jaylin', 'Ariel', 'Jaleesa', 'Parker', 'Dominque', 'Amen', 'Domonique', 'Blair', 'Justice', 'Alissa', 'Toby', 'Janee', 'Deshawn'] IA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Marion 1447.0 1550.0 103.0 0.034368 2997.0 65.0 67.0 132.0 Leslie 2069.0 2240.0 171.0 0.039684 4309.0 63.0 69.0 132.0 Riley 1245.0 1433.0 188.0 0.070202 2678.0 56.0 66.0 122.0 Angel 713.0 654.0 59.0 0.043160 1367.0 62.0 59.0 121.0 Kerry 643.0 769.0 126.0 0.089235 1412.0 52.0 60.0 112.0 Kendall 435.0 511.0 76.0 0.080338 946.0 55.0 56.0 111.0 Lynn 3086.0 2056.0 1030.0 0.200311 5142.0 40.0 70.0 110.0 Blair 140.0 134.0 6.0 0.021898 274.0 66.0 39.0 105.0 Quinn 574.0 446.0 128.0 0.125490 1020.0 47.0 57.0 104.0 Beryl 119.0 128.0 9.0 0.036437 247.0 64.0 38.0 102.0 the top 100 suggested highly gender nuetral names in IA are ['Marion', 'Leslie', 'Riley', 'Angel', 'Kerry', 'Kendall', 'Lynn', 'Blair', 'Quinn', 'Beryl', 'Sage', 'Briar', 'Peyton', 'Skylar', 'Jamie', 'Fay', 'Justice', 'Pat', 'Rowan', 'Jaiden', 'Jackie', 'Payton', 'Sidney', 'Darian', 'Kasey', 'Hayden', 'Codi', 'Frankie', 'Taylor', 'Cleo', 'Kris', 'Dana', 'Charley', 'Jordan', 'Oakley', 'Unkown', 'Landry', 'Cris', 'Devyn', 'Breckyn', 'Kodi', 'Ollie', 'Marlo', 'Unknown', 'Baby', 'Shay', 'Emery', 'Shea', 'Lennon', 'Billie', 'Emerson', 'Lennox', 'Reese', 'Charlie', 'Jaden', 'Amari', 'Ardell', 'Baylor', 'Carey', 'Dominique', 'Leighton', 'Finley', 'Austyn', 'Teagan', 'Delaine', 'Emory', 'Ora', 'Jammie', 'Britt', 'Eastyn', 'Palmer', 'Vernie', 'Ryley'] FL Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Jessie 3533.0 3854.0 321.0 0.043455 7387.0 152.0 164.0 316.0 Casey 3618.0 4139.0 521.0 0.067165 7757.0 143.0 165.0 308.0 Harley 976.0 938.0 38.0 0.019854 1914.0 157.0 145.0 302.0 Jaime 1703.0 1901.0 198.0 0.054939 3604.0 147.0 153.0 300.0 Quinn 966.0 902.0 64.0 0.034261 1868.0 154.0 143.0 297.0 Skyler 1549.0 1742.0 193.0 0.058645 3291.0 145.0 152.0 297.0 Armani 789.0 851.0 62.0 0.037805 1640.0 153.0 141.0 294.0 Justice 921.0 833.0 88.0 0.050171 1754.0 148.0 142.0 290.0 Kerry 1129.0 1314.0 185.0 0.075727 2443.0 140.0 149.0 289.0 Elisha 659.0 600.0 59.0 0.046863 1259.0 150.0 136.0 286.0 the top 100 suggested highly gender nuetral names in FL are ['Jessie', 'Casey', 'Harley', 'Jaime', 'Quinn', 'Skyler', 'Armani', 'Justice', 'Kerry', 'Elisha', 'Riley', 'Marion', 'Jackie', 'Ivory', 'Jody', 'Baby', 'Loren', 'Unknown', 'Reilly', 'Emerson', 'Jaylin', 'Ocean', 'Charley', 'Jaidyn', 'Milan', 'Devyn', 'Frankie', 'Yael', 'Amari', 'Stevie', 'Robbie', 'Peyton', 'Kimani', 'Storm', 'Rowan', 'Jael', 'Lennon', 'Ryley', 'Jaedyn', 'Blair', 'Infant', 'Pat', 'Camdyn', 'Dakota', 'Leighton', 'Royal', 'Carey', 'Finley', 'Yuri', 'Avery', 'Angel', 'Jan', 'Alva', 'Shiloh', 'Phoenix', 'Isa', 'Sage', 'Jean', 'Santana', 'Artie', 'Andra', 'Shia', 'Dakotah', 'Shea', 'Emery', 'Merritt', 'Reese', 'Johnnie', 'River', 'Tristyn', 'Jules', 'Sutton', 'Briar', 'Ariel', 'Jammie', 'Alix', 'Oakley', 'Arin', 'Shamari', 'Talyn', 'Erie', 'Campbell', 'Dominique', 'Graycen', 'Shade', 'Mel', 'Demetrice', 'Emari', 'Caron', 'Hayden', 'Karon', 'Braylin', 'Eliyah', 'Rene', 'Channing', 'Jourdan', 'Palmer', 'Charleston', 'Jordin', 'Salem'] PA Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Carmen 3472.0 3792.0 320.0 0.044053 7264.0 118.0 125.0 243.0 Angel 3437.0 4066.0 629.0 0.083833 7503.0 110.0 127.0 237.0 Baby 1238.0 1330.0 92.0 0.035826 2568.0 119.0 115.0 234.0 Quinn 1849.0 1650.0 199.0 0.056873 3499.0 115.0 118.0 233.0 Casey 4152.0 3286.0 866.0 0.116429 7438.0 98.0 126.0 224.0 Kris 548.0 587.0 39.0 0.034361 1135.0 120.0 102.0 222.0 Kerry 2302.0 2884.0 582.0 0.112225 5186.0 100.0 122.0 222.0 Jan 2137.0 1711.0 426.0 0.110707 3848.0 102.0 119.0 221.0 Gerry 373.0 386.0 13.0 0.017128 759.0 122.0 95.0 217.0 Carey 529.0 472.0 57.0 0.056943 1001.0 114.0 99.0 213.0 the top 100 suggested highly gender nuetral names in PA are ['Carmen', 'Angel', 'Baby', 'Quinn', 'Casey', 'Kris', 'Kerry', 'Jan', 'Gerry', 'Carey', 'Harley', 'Milan', 'Justice', 'Jaylin', 'Skyler', 'Noel', 'Armani', 'Ryley', 'Remy', 'Finley', 'Lennon', 'Rowan', 'Devon', 'Riley', 'Pat', 'Phoenix', 'Devan', 'Reilly', 'Jaidyn', 'Emerson', 'Reese', 'Tory', 'Ali', 'Jaedyn', 'Amari', 'Arden', 'Ardell', 'Shea', 'Patsy', 'Oakley', 'Avery', 'Elisha', 'Leslie', 'Linden', 'Kamari', 'Emery', 'Charlie', 'Verne', 'Lorin', 'Lennox', 'Sage', 'Paris', 'Peyton', 'Unknown', 'Braylin', 'Rian', 'Jordan', 'Barrie', 'Dakota', 'Dereon', 'Hartley', 'Reiley', 'Khamani', 'Ashten', 'Arlie', 'Honor', 'Devyn', 'Alva', 'Loren', 'Teegan', 'Shay', 'Lakota', 'Azariah', 'Seneca', 'Sheridan', 'Jackie', 'Stevie', 'Royal', 'Briar', 'Cris', 'Lyrik', 'Allyn', 'Storm', 'Leighton', 'Jacque', 'Johann', 'Tai', 'Santana', 'Jael', 'Kendell', 'Jensen', 'Darian', 'River', 'Dusty', 'Divine', 'Shai', 'Myrl', 'Yuri', 'Kyrie', 'Jourdan'] RI Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Quinn 106.0 98.0 8.0 0.039216 204.0 15.0 10.0 25.0 Lee 221.0 349.0 128.0 0.224561 570.0 10.0 14.0 24.0 Terry 186.0 145.0 41.0 0.123867 331.0 12.0 11.0 23.0 Dale 187.0 247.0 60.0 0.138249 434.0 11.0 12.0 23.0 Dana 417.0 251.0 166.0 0.248503 668.0 7.0 16.0 23.0 Riley 394.0 209.0 185.0 0.306799 603.0 6.0 15.0 21.0 Jamie 798.0 356.0 442.0 0.383016 1154.0 4.0 17.0 21.0 Dakota 50.0 40.0 10.0 0.111111 90.0 13.0 7.0 20.0 Lennox 5.0 5.0 0.0 0.000000 10.0 16.5 1.5 18.0 Casey 335.0 164.0 171.0 0.342685 499.0 5.0 13.0 18.0 the top 100 suggested highly gender nuetral names in RI are ['Quinn', 'Lee', 'Terry', 'Dale', 'Dana', 'Riley', 'Jamie', 'Dakota', 'Lennox', 'Casey', 'Kris', 'Loren', 'Rowan', 'Finley', 'Hayden', 'Emerson', 'Justice'] DE Sex F M diff percent_dff Total_num percent_diff_rank Total_num_rank combined_score Name Terry 307.0 383.0 76.0 0.110145 690.0 17.0 19.0 36.0 Angel 229.0 334.0 105.0 0.186501 563.0 16.0 18.0 34.0 Dakota 94.0 105.0 11.0 0.055276 199.0 19.0 13.0 32.0 Unknown 42.0 46.0 4.0 0.045455 88.0 20.0 11.0 31.0 Avery 306.0 153.0 153.0 0.333333 459.0 10.5 16.0 26.5 Devon 122.0 223.0 101.0 0.292754 345.0 12.0 14.0 26.0 Rowan 33.0 52.0 19.0 0.223529 85.0 15.0 10.0 25.0 Jordan 441.0 1169.0 728.0 0.452174 1610.0 3.0 20.0 23.0 Casey 262.0 111.0 151.0 0.404826 373.0 5.0 15.0 20.0 Jessie 6.0 5.0 1.0 0.090909 11.0 18.0 1.0 19.0 the top 100 suggested highly gender nuetral names in DE are ['Terry', 'Angel', 'Dakota', 'Unknown', 'Avery', 'Devon', 'Rowan', 'Jordan', 'Casey', 'Jessie', 'Quinn', 'Armani', 'Riley', 'River', 'Finley', 'Justice', 'Phoenix', 'Pat', 'Skyler', 'Nakia']
Question 3: Trendsetter State (Two Approach Verification Method)¶
Question: "Do you see any evidence that certain states are “trendsetters” (e.g., they pioneer the use of new names or reintroduce a name that hasn’t been used in a while)? Along the same lines, are there states that tend to adopt names after they gain popularity in other states? There are many potential ways to address this question. In your answer, please be sure to explain why you chose your approach, how you would interpret your results, and any limitations to the method you have chosen."
Approach 1: State Based¶
a. Time series plot of the number of unique names each state has
b. Histogram of volumn of names that the state was the first one to adopt
Appraoch 2: Name Based¶
a. Find out top 500 popular names based on occurrences
b. Within top 500 names, plot name occurrences for each state
Rationale¶
In order to find out the trendsetter states, we need to understand two elements; first who is the first to use a name, second whats the total usage of names over time. A trend is also indicating that the names must be popular, therefore, we want to verify further through filtering down to the specific popular names and find out the states with the most usage of these names¶
Limitation¶
a. the volumn over time does not reflect the "setting" aspect since the states could simply used many name. The following pattern can not be revealed through it¶
c. While the two approach method output the same states, it could be a case where a state did not start many new names and did not use many names; however, its adoption induced the adoption of other states. In order to see the details, we would have to drill down to each name and the number of occurrences across states over time for that particular name¶
In [10]:
### Approach 1 a.time series plot of the number of unique names each state has
def name_volumn_visualize (df):
new_df = df.groupby(['Year_of_birth','State']).agg({'Name': 'count'})
new_df ['year']= new_df.index.get_level_values('Year_of_birth')
new_df ['volumn']= new_df['Name']
new_df ['state'] = new_df.index.get_level_values('State')
new_df = new_df .droplevel(['Year_of_birth'])
fig = px.line(new_df,x='year',y='volumn',color='state')
fig.show(renderer="notebook")
In [11]:
name_volumn_visualize (a) ### You can hover over any line to see what state it corresponds to
In [12]:
### Approach 1 b.frequency plot of the volumn of the names each state was the first to adopt
def first_setter (df):
new = df.groupby('Name').agg({'Year_of_birth': 'min'})
new['Name_min']=new.index
new_df = pd.merge(left=new,right=a, how = 'inner', left_on=['Name_min','Year_of_birth'], right_on=['Name','Year_of_birth'])
### plotting
new_df = new_df.groupby('State').agg({'Name_min':'count'})
new_df['State']= new_df.index
fig = px.bar(x=new_df['State'], y=new_df['Name_min'])
fig.show(render = 'notebook')
In [13]:
first_setter(a)
In [19]:
### Approach 2: a. list of top 500 names
### b. within the 500 words, what is the frequency across states
def name_popularity(df):
name_df = df.groupby('Name').agg({'Num_of_occurrences':'sum'}) ### identify top 1000 names
name_df.sort_values(by='Num_of_occurrences',ascending=False, inplace = True)
top_500 = name_df[0:500].index.tolist()
#print('the top 500 names are the following \n {}'.format(top_500))
df_top_500 = df[df.Name.isin(top_500)]
count_df = df_top_500.groupby('State').agg({'Name':'count'})
count_df.reset_index(inplace = True)
### plotting the bar chart of the top 500 words /num of occurences
plt.figure(figsize=(15,5))
x = count_df.State.tolist()
y_pos = np.arange(len(x))
y = count_df['Name'].tolist()
plt.bar(y_pos, y, align='center', alpha=0.6)
plt.xticks(y_pos,x,rotation=90)
plt.ylabel('Num of Occurences')
plt.title('Count of Popular 500 Names across State',fontsize=20)
max_state = count_df[count_df.Name==count_df.Name.max()].State.values[0]
arrow_x = count_df[count_df.Name==count_df.Name.max()].index.values[0] + 0.5
arrow_y = count_df.Name.max() - 500
plt.annotate('max state is {} and the total count is {}'.format(max_state,count_df.Name.max()) \
, xy=(arrow_x, arrow_y), xytext=(arrow_x+3, arrow_y), arrowprops=dict(facecolor="black", width=3,headwidth=10, shrink=0.2))
In [20]:
name_popularity(a)
Outcome¶
Approach 1:¶
a) Taxes at early times used the most number of unique names and around year 1955, New York and California surpassed it and owned the most number of unique names¶
b) California has the highest instances where it was the first state to use a name, followed by Taxes and New York¶
Approach 2:¶
a) & b) within the most popular names, California has the most number of babies with those names.¶
Conclusion:¶
from our two approach verification method, we can deduce that California, Taxes and New York are the trendsetter states¶
In [ ]:
Q4: Other Datasets and Potential Research Question¶
question: "Though many interesting questions could be explored with just this data, the possibilities are even more expansive if this data were to be enhanced with other data. Please come up with such a question and, without actually carrying out the exercise, simply explain the approach you would take to answer the question. In particular, be as specific as possible regarding the additional data that you would need as well as the intuitive motivation for exploring this question empirically."
Dataset: family household information for each birth in each year
Qestion: Would certain naming indicate a shift in household purchasing/consuming behavior, potentially coinciding with an increase in overall cash flow it has during the period of time?¶
Motivation: When family has a surplus of cash at hands, they may focus more on the quality and details in life which translate into more consideration in naming a baby. If we are able to identify correlation between names and a possible increase/decrease in household spending, we can better advise government agency to send advice on cash management at the correct time, providing nudges to help household make informed decision.¶
Dataset Description:¶
the data set would contain family cash flow at each year for households that had a new-born in that year, there are also additional data on family income, total number of purchases, value for each purchase¶
In [ ]: